Model Evaluation COSFIRE Filters Approach

Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.

The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

Code

#%%
layer_vsn = 'v3_layers'

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 48

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
16	372	48	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	84.69	86.49	85.15	84.18	85.89	86.72	85.91	84.76	84.81	85.02	88.10	85.62	89.32	84.10	83.12	86.53	85.08	86.10	83.88	83.45	82.44	82.96	84.60	83.81	83.48	82.74
17	372	48	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	88.53	88.30	84.81	87.05	87.44	85.70	84.16	87.68	87.26	86.43	87.52	87.46	85.14	87.17	88.24	87.53	87.59	86.51	85.39	86.68	84.73	83.10	85.66	83.48	85.96	82.21
18	372	48	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	86.98	85.40	83.84	86.26	87.86	87.67	85.18	88.22	88.11	85.17	86.34	86.49	87.25	86.56	86.62	88.33	84.25	86.44	85.83	86.05	84.45	84.93	84.78	84.65	85.94	85.29
19	372	48	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	24.01	86.99	84.51	86.02	85.17	87.77	89.01	88.73	87.53	87.78	88.21	89.95	87.59	88.35	84.75	88.86	24.01	85.79	86.69	87.35	84.88	83.83	86.50	84.83	86.06	24.01
48	372	48	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	84.88	86.75	85.55	86.12	83.86	87.02	82.27	83.10	87.57	86.30	85.07	84.02	85.70	83.35	85.88	85.45	85.20	85.96	86.62	85.86	84.94	84.26	82.69	84.62	85.06	83.85
49	372	48	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	85.73	87.08	85.85	87.77	86.34	88.93	88.01	85.97	87.19	85.00	87.62	87.09	87.62	88.27	86.54	87.37	87.62	87.45	87.03	89.35	84.50	84.90	84.37	84.17	85.76	84.61
50	372	48	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	85.70	87.83	87.69	85.38	86.99	88.18	86.19	87.58	87.29	88.72	87.22	86.97	87.34	86.92	84.61	86.93	87.14	87.78	87.49	86.60	82.38	82.88	84.05	85.79	84.20	85.71
51	372	48	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	86.88	84.18	87.73	87.40	85.39	88.64	86.55	86.60	86.35	85.10	85.91	85.89	87.00	86.00	88.09	87.37	87.58	87.59	86.65	85.92	83.81	84.43	83.79	82.98	87.13	86.20
80	372	48	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.52	86.07	84.96	87.72	84.07	86.76	87.54	86.15	85.27	83.55	88.27	87.10	87.73	84.36	85.41	86.30	86.36	85.55	86.01	85.35	86.10	82.91	81.91	84.38	85.01	80.91
81	372	48	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	79.33	86.03	87.16	85.50	85.55	86.92	87.22	85.89	87.66	86.11	87.69	87.84	86.36	84.93	87.51	87.09	88.41	87.92	85.02	86.54	84.14	84.75	84.62	84.34	84.49	84.78
82	372	48	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	85.29	85.65	82.27	85.62	85.82	85.26	86.93	86.28	86.82	87.58	89.19	86.68	87.01	88.04	84.86	87.99	86.81	87.69	86.42	84.80	85.42	85.22	83.35	85.84	85.16	81.73
83	372	48	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	87.77	87.79	87.00	88.20	87.11	87.68	87.51	86.91	86.61	85.58	89.12	89.32	86.65	86.69	86.45	88.19	83.96	86.94	84.62	88.61	84.07	85.36	84.35	82.66	88.65	84.42
112	372	48	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	84.07	86.89	86.17	85.71	86.99	85.66	83.02	87.61	85.74	86.44	86.16	86.68	88.78	86.93	86.15	86.50	85.66	85.77	87.83	86.54	84.28	84.18	84.95	84.40	84.24	86.85
113	372	48	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	86.00	87.35	88.74	87.18	87.09	88.36	87.80	86.87	87.18	86.57	86.67	86.85	86.83	87.28	87.46	86.05	86.35	87.83	88.58	87.88	85.50	85.55	85.66	85.33	82.67	85.43
114	372	48	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	85.37	86.30	85.26	85.20	85.98	88.12	86.41	89.24	87.77	86.94	86.54	87.00	87.50	86.51	84.57	87.18	87.14	87.67	87.50	86.19	87.14	84.89	84.95	83.63	88.80	83.53
115	372	48	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	87.66	87.89	86.02	86.89	85.79	86.49	87.24	87.14	87.15	86.91	87.96	89.39	86.57	87.05	88.84	88.45	85.73	86.60	86.40	88.26	84.80	83.18	85.76	85.13	84.51	86.71
144	372	48	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	83.72	82.58	84.57	85.35	85.80	86.67	86.28	87.60	85.29	85.98	87.14	87.86	87.41	85.11	84.41	87.68	84.95	85.15	87.70	87.77	84.24	85.36	84.34	84.73	81.26	85.86
145	372	48	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.38	85.79	86.97	87.38	87.28	86.58	87.12	89.10	87.35	87.57	87.37	87.98	86.71	88.90	88.11	87.66	86.37	88.12	86.54	86.90	85.15	83.74	84.42	81.97	85.55	84.90
146	372	48	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	87.06	85.95	88.37	87.44	86.61	88.52	87.71	86.52	87.56	86.45	87.08	88.55	86.85	85.86	85.98	85.42	87.90	88.06	87.25	87.25	85.84	84.14	84.32	82.96	85.18	81.30
147	372	48	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	87.24	88.07	86.26	86.42	86.41	87.76	87.68	85.97	87.89	87.66	87.73	87.49	87.06	88.08	86.76	88.25	85.37	85.60	88.47	88.63	84.14	84.72	85.15	85.38	85.49	86.14
176	372	48	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.66	85.82	85.77	84.66	84.95	87.03	87.74	80.39	85.72	86.60	87.99	86.84	85.79	84.86	84.85	86.18	88.08	86.63	86.64	89.87	84.70	83.51	84.80	82.99	82.26	82.92
177	372	48	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	86.13	86.45	86.98	87.24	86.68	88.89	87.84	88.13	87.26	86.25	84.63	88.84	88.37	87.34	86.70	88.26	90.23	88.30	87.00	84.85	84.39	84.78	84.27	85.70	86.47	85.87
178	372	48	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	84.54	87.82	86.10	86.20	86.54	87.96	86.67	85.47	88.19	86.19	86.29	87.44	87.99	87.35	86.95	86.98	88.84	88.04	86.47	87.33	83.76	84.64	85.35	84.01	83.72	85.33
179	372	48	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	86.22	88.14	87.32	86.49	88.27	87.30	85.40	88.76	88.01	88.54	88.20	88.78	87.12	87.03	86.23	88.28	86.59	86.59	86.02	88.22	86.18	85.52	85.32	82.97	84.85	87.10
208	372	48	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	86.86	86.65	84.77	87.65	85.11	86.88	86.56	86.01	85.81	86.37	86.96	87.46	88.00	86.32	87.56	89.12	86.86	85.69	87.47	87.97	83.28	84.06	86.24	84.08	85.66	88.03
209	372	48	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	85.60	87.42	86.45	88.01	85.71	87.43	86.71	84.41	87.77	86.22	88.01	87.57	86.71	86.00	86.75	88.59	85.23	85.21	87.71	88.34	86.03	84.81	85.79	87.36	86.56	85.46
210	372	48	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	85.75	84.87	84.97	88.67	83.62	86.61	86.30	86.57	86.68	87.08	87.11	87.66	86.74	87.63	86.05	84.56	86.30	86.27	85.44	86.99	84.09	83.10	83.63	85.93	83.11	85.42
211	372	48	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	87.58	86.90	87.99	87.49	86.63	87.57	86.94	85.91	86.79	87.21	85.90	87.39	87.62	86.26	87.50	88.70	86.60	85.65	87.26	87.65	83.54	83.62	86.93	86.33	86.80	83.18
240	372	48	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	84.48	84.80	84.12	84.69	85.76	87.27	86.35	84.43	88.09	88.35	86.00	87.32	85.70	85.90	88.12	86.36	85.82	85.09	87.79	86.81	82.87	84.34	85.33	83.72	82.18	86.49
241	372	48	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	84.21	85.49	86.19	86.88	85.68	87.49	86.28	83.92	87.69	87.41	86.54	88.11	85.10	85.80	86.73	85.98	85.92	86.62	86.93	87.41	83.80	84.55	87.45	86.21	86.34	84.58
242	372	48	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	86.26	85.95	84.85	87.52	85.48	87.30	86.29	88.20	87.13	86.56	88.49	86.07	86.71	86.03	86.24	86.98	85.78	88.29	87.09	87.19	82.99	84.62	83.15	84.67	83.90	86.58
243	372	48	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	85.74	85.54	83.51	88.18	86.13	85.75	87.53	85.32	86.35	86.53	86.54	85.64	86.87	86.95	86.14	86.53	86.50	86.75	86.98	87.74	85.77	85.06	87.23	83.60	84.01	85.75
272	372	48	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	86.34	84.32	87.68	86.73	86.07	85.72	86.21	84.68	87.31	88.16	85.88	86.32	87.11	83.28	84.97	86.17	84.07	86.25	88.48	86.08	84.20	83.66	83.16	84.41	83.78	83.82
273	372	48	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	85.07	87.79	87.33	86.96	87.00	86.44	86.20	86.65	86.91	87.67	86.82	86.69	86.23	87.76	84.25	88.24	88.81	88.73	86.13	87.42	82.37	82.55	85.43	85.68	85.36	84.53
274	372	48	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	84.79	85.65	84.84	86.61	86.18	87.71	85.41	84.07	88.24	87.06	88.61	86.64	86.05	84.52	87.72	86.43	87.28	87.13	85.69	86.24	83.93	84.48	87.05	83.53	85.88	85.25
275	372	48	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.54	86.46	85.24	86.13	87.01	85.92	85.31	87.24	85.91	86.48	88.84	87.50	87.82	84.47	87.70	88.48	86.73	86.35	86.73	87.87	82.64	82.94	83.77	85.13	88.86	82.92
304	372	48	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	84.43	86.90	82.42	87.06	85.39	84.66	85.65	85.29	84.91	83.20	87.45	86.44	84.56	84.37	85.49	84.70	84.36	85.79	86.84	85.31	83.81	84.18	83.83	86.06	87.72	85.42
305	372	48	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	85.06	86.70	87.07	84.44	86.60	88.87	88.16	87.65	87.21	88.10	87.38	87.89	87.94	85.33	83.80	86.58	86.91	86.03	88.89	87.09	84.18	85.34	85.47	84.63	86.45	82.40
306	372	48	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	85.96	87.28	85.66	85.84	83.17	87.14	87.19	87.19	84.06	84.62	86.57	87.97	86.81	86.24	86.79	87.18	82.25	86.57	88.02	87.87	84.07	84.14	84.37	84.19	84.29	83.44
307	372	48	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	86.19	88.46	88.99	83.79	86.86	90.20	85.63	87.45	86.30	84.46	88.01	87.22	87.12	88.54	84.37	88.84	88.74	87.18	87.26	87.72	86.85	83.24	84.92	84.85	83.30	83.93
336	372	48	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	85.98	86.81	85.56	86.51	85.80	85.24	84.63	89.15	86.89	86.11	86.87	87.19	86.19	85.49	86.17	84.76	85.32	86.27	86.14	86.86	83.41	84.95	84.31	85.19	83.04	82.34
337	372	48	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	84.37	87.45	87.98	88.33	88.93	87.60	86.86	87.69	89.23	86.52	88.05	85.34	85.33	86.06	87.75	86.66	88.09	86.20	88.40	87.69	84.23	83.73	85.45	85.45	86.41	87.32
338	372	48	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	85.39	86.51	88.22	84.01	86.32	87.09	85.93	85.43	86.57	85.69	87.45	87.93	86.64	87.17	85.74	87.49	88.08	87.70	86.60	87.56	86.90	84.93	85.01	86.48	83.29	84.48
339	372	48	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	85.94	87.10	87.91	86.37	86.24	88.12	87.41	87.58	87.11	88.59	88.26	88.39	87.15	87.26	88.08	86.60	86.74	86.50	87.99	85.53	84.70	85.79	84.55	87.63	84.20	85.18
368	372	48	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	84.43	85.01	85.19	87.72	85.56	88.49	87.32	82.14	87.47	79.13	86.61	87.05	86.61	86.02	83.57	82.03	87.44	84.56	86.43	84.51	84.87	84.12	85.08	71.43	85.69	84.33
369	372	48	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	87.39	86.69	85.53	85.64	86.73	88.15	86.49	87.77	86.63	88.30	87.88	85.81	85.44	86.48	86.66	87.31	88.65	87.26	88.11	89.16	85.54	85.41	84.67	85.34	84.60	84.45
370	372	48	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	86.54	87.31	87.15	83.19	85.56	87.10	86.68	88.18	86.47	87.33	87.43	88.98	86.89	88.64	87.53	88.33	85.96	85.85	88.27	87.84	85.78	83.85	83.30	85.01	85.86	88.27
371	372	48	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	86.14	85.35	87.21	88.54	87.65	87.93	86.54	88.81	87.80	86.82	88.13	87.11	85.10	86.41	87.65	85.06	86.06	89.93	87.45	86.77	84.89	84.73	86.80	85.36	83.42	83.77
400	372	48	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	87.30	87.22	84.10	83.86	82.11	85.95	87.48	84.74	85.19	87.20	87.53	87.43	86.54	86.63	85.85	88.01	84.26	86.10	86.57	89.13	85.43	85.42	81.70	82.27	84.13	84.62
401	372	48	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	84.26	87.70	86.89	85.45	85.55	87.22	88.44	88.04	88.44	86.45	89.29	87.70	87.44	86.75	86.59	89.27	85.63	87.43	86.23	88.44	87.73	83.22	86.76	85.83	85.28	85.67
402	372	48	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	85.79	87.55	86.91	87.09	88.30	88.83	89.15	86.99	87.48	86.45	88.79	87.49	88.99	88.00	84.18	86.99	87.31	87.97	85.07	89.68	85.18	85.30	82.99	84.79	85.92	86.97
403	372	48	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	86.20	86.11	87.62	85.21	87.32	87.66	87.38	86.39	85.37	87.10	88.76	89.79	87.15	86.01	88.99	87.58	87.20	88.54	87.35	88.35	85.55	85.23	82.73	84.47	82.38	87.50
432	372	48	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	83.92	85.52	85.56	85.56	86.25	85.48	85.44	84.66	84.79	84.73	87.42	86.32	87.23	87.04	85.21	87.44	86.37	85.42	86.92	86.04	84.10	84.52	83.56	83.16	82.07	83.44
433	372	48	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	88.29	87.28	86.07	88.83	86.43	89.23	86.04	88.68	87.18	86.72	88.05	85.99	89.96	87.57	86.26	88.13	86.98	87.36	87.08	88.17	85.29	87.26	84.71	88.73	82.34	86.81
434	372	48	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	85.60	89.95	87.10	88.98	87.91	88.93	86.78	86.82	85.90	86.66	86.84	87.89	85.86	86.19	86.30	86.46	87.29	86.45	87.50	87.25	82.85	87.20	85.73	86.06	83.23	85.45
435	372	48	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	86.54	86.74	85.47	85.65	86.44	88.07	84.96	86.69	87.12	85.31	87.02	87.96	86.69	85.63	88.00	88.99	85.93	87.31	89.21	88.15	85.59	84.52	83.98	85.63	85.07	85.21
464	372	48	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	86.94	87.28	84.76	88.91	85.29	83.76	86.13	87.29	86.05	86.19	87.02	87.75	86.70	89.60	84.79	87.85	86.41	85.31	87.27	89.55	82.83	83.81	84.98	86.65	83.40	86.61
465	372	48	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	83.10	87.82	87.58	87.58	87.60	88.26	87.46	85.97	87.21	87.44	87.26	87.03	87.00	87.75	89.28	88.45	88.36	87.77	87.54	87.09	84.95	83.66	83.92	85.79	82.87	84.89
466	372	48	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	86.77	85.52	87.26	84.52	87.30	85.83	88.64	86.89	86.28	88.05	88.77	88.34	88.66	87.45	87.67	87.17	87.51	85.70	87.77	87.07	83.50	85.13	83.28	84.38	85.29	84.39
467	372	48	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	85.38	86.90	85.38	86.02	86.49	87.83	85.50	88.37	87.59	86.76	85.27	87.46	88.11	86.55	85.10	88.80	87.98	87.61	87.65	87.75	83.43	85.23	83.52	82.61	87.42	86.82
496	372	48	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	83.77	87.46	85.91	86.82	87.34	84.26	86.48	85.66	86.29	86.14	86.34	87.61	87.57	86.14	85.48	88.39	86.17	87.64	85.33	87.45	85.75	83.02	81.24	83.11	83.24	85.90
497	372	48	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	83.51	85.74	86.95	87.24	86.01	87.13	87.65	87.61	86.22	85.11	86.74	88.28	87.84	87.11	87.65	87.58	87.01	87.12	89.53	89.44	85.05	84.13	83.50	82.85	84.87	87.49
498	372	48	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	86.24	86.72	87.39	86.21	84.66	87.08	87.30	89.15	86.27	87.58	86.59	87.65	86.57	88.78	85.13	87.42	87.38	85.85	86.79	87.78	84.86	83.17	82.68	85.02	84.86	84.88
499	372	48	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	86.67	87.73	86.41	86.90	86.05	88.69	86.59	87.21	86.78	87.16	87.56	86.38	85.87	86.49	86.04	88.50	86.81	87.15	88.21	86.94	86.38	83.97	85.29	86.60	84.86	85.53
528	372	48	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	84.83	82.81	85.32	87.32	86.57	86.72	86.27	87.07	88.53	87.49	87.49	86.71	83.76	86.99	87.35	86.25	86.05	83.26	87.39	87.10	82.81	84.50	82.67	85.91	84.02	87.14
529	372	48	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.69	89.28	85.17	85.56	87.08	86.36	88.20	86.99	87.42	86.80	86.22	87.94	87.63	88.19	87.54	86.55	86.02	87.44	87.99	88.44	83.19	82.29	84.62	86.21	85.92	84.60
530	372	48	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	87.20	85.82	86.73	87.44	86.69	87.33	85.97	86.24	86.53	85.09	85.91	86.25	87.31	87.00	86.92	86.94	87.86	88.05	88.24	86.34	83.96	84.76	85.53	82.98	87.44	86.38
531	372	48	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	86.60	83.95	87.48	86.52	84.88	87.51	86.55	87.75	85.76	87.08	86.81	89.20	85.97	86.03	87.35	87.55	86.08	87.77	87.52	87.82	86.53	85.47	84.16	82.78	85.46	82.90
560	372	48	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.65	86.75	86.35	88.89	87.21	84.44	87.49	86.15	87.34	86.32	87.19	88.19	83.24	86.97	88.12	86.36	83.09	87.76	85.98	87.59	80.95	85.22	86.09	84.62	83.78	82.00
561	372	48	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	88.88	85.04	85.89	85.37	84.66	87.47	84.97	87.40	84.33	87.31	87.39	85.92	87.10	87.69	86.29	86.94	84.79	87.73	88.25	87.50	85.09	84.28	85.89	82.25	84.16	86.95
562	372	48	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	86.67	83.48	84.69	85.98	84.95	87.73	85.48	86.46	85.46	86.61	86.91	86.89	87.26	87.99	88.05	88.28	86.50	88.18	88.06	86.75	81.38	79.85	85.07	84.29	83.89	84.90
563	372	48	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	85.42	86.02	85.61	86.45	85.65	87.18	87.75	87.22	87.97	86.01	87.20	87.17	86.63	87.33	88.81	86.72	87.38	88.05	86.40	86.73	84.97	85.11	84.49	84.90	82.99	83.03
592	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.60	88.50	88.84	89.70	88.27	87.75	88.73	90.38	88.71	87.71	89.95	89.04	87.81	88.02	87.16	89.43	88.35	89.22	88.28	89.69	86.16	86.97	89.43	88.05	89.01	88.31
593	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.46	89.40	87.94	88.74	87.92	89.96	87.70	88.71	88.93	87.85	90.07	88.04	89.49	88.34	88.75	88.43	87.77	88.23	89.75	89.39	88.85	84.85	88.73	89.02	87.62	86.38
594	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	87.91	89.21	86.96	87.31	87.67	88.51	88.28	88.05	87.68	89.06	88.68	88.87	88.42	86.72	88.97	90.48	88.46	88.08	89.67	89.88	85.10	89.09	88.23	86.70	87.25	88.74
595	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.50	88.79	86.58	87.71	86.90	88.78	87.72	87.00	89.02	88.73	87.75	89.98	87.71	87.19	87.71	88.28	88.82	87.55	88.26	90.87	86.71	86.80	86.67	87.92	88.08	87.46
624	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.83	89.25	88.22	88.48	88.30	88.77	90.84	88.86	88.92	87.99	89.51	88.96	88.74	88.03	89.49	87.20	88.29	88.12	88.96	89.49	87.04	87.86	87.53	88.56	89.69	87.36
625	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.74	89.25	87.18	88.74	88.52	89.32	87.26	87.91	88.49	88.42	90.25	88.36	87.25	88.13	87.60	89.64	88.03	88.69	88.76	88.71	87.83	86.39	86.88	85.66	89.45	88.93
626	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	87.30	88.49	87.41	88.41	88.08	88.82	88.53	88.19	88.23	88.50	87.45	89.28	89.90	88.29	89.22	89.16	89.04	89.29	88.30	89.70	87.02	86.62	88.50	86.84	88.20	87.21
627	372	48	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.98	87.49	87.71	88.23	89.71	87.78	88.21	90.52	88.41	87.39	88.47	88.70	87.31	88.32	88.09	88.52	87.83	87.04	88.46	88.19	85.84	88.92	87.89	87.03	89.21	86.07
656	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	89.39	89.68	88.17	88.50	89.11	89.71	87.40	86.19	89.29	88.46	90.40	88.22	87.71	88.69	89.61	86.79	87.89	90.19	88.20	87.92	86.49	85.66	89.57	88.60	86.51	88.55
657	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.04	87.95	88.74	88.69	87.62	88.94	88.91	88.33	87.60	88.89	89.42	89.22	88.02	89.45	88.29	88.29	88.39	90.20	88.67	87.47	86.11	85.83	87.77	86.35	88.29	88.27
658	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.33	89.60	87.51	89.73	88.09	88.17	88.75	89.43	87.01	87.58	89.16	89.80	87.05	89.27	88.18	88.01	90.05	88.01	89.72	89.12	87.43	86.39	87.79	85.54	87.22	86.15
659	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	86.25	88.00	88.11	87.63	88.38	88.80	87.93	87.02	89.19	86.76	89.47	89.26	88.13	88.45	87.73	89.46	90.36	87.14	88.99	87.83	86.11	86.11	88.77	86.65	86.98	89.41
688	372	48	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	88.69	88.22	87.19	88.73	87.26	87.75	88.09	88.25	86.43	86.57	89.10	88.61	88.82	88.47	87.88	89.59	88.68	89.03	89.61	88.44	87.21	87.90	88.12	85.50	88.30	87.16
689	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.36	88.16	86.12	89.03	86.53	87.48	88.86	89.98	88.43	87.49	88.07	88.58	89.41	87.85	88.17	88.13	88.17	87.35	89.87	89.02	88.67	87.94	89.43	87.11	89.01	87.33
690	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.68	88.41	87.27	87.78	88.52	88.79	87.12	88.70	89.16	86.37	87.44	87.55	87.41	87.48	88.45	89.62	88.15	88.73	89.62	88.96	89.00	85.07	85.97	86.92	87.00	83.86
691	372	48	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.04	87.96	86.94	88.85	86.62	89.99	89.39	88.83	88.45	86.84	89.44	88.42	88.21	87.83	87.46	87.62	87.70	87.52	88.61	89.37	85.23	86.60	87.81	86.55	86.83	88.51
720	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	87.97	88.70	88.15	89.37	87.12	88.74	88.80	88.05	87.45	88.02	88.27	88.90	89.14	87.25	86.94	89.88	89.25	87.99	88.95	89.23	88.67	84.55	88.17	85.96	88.95	85.49
721	372	48	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	86.16	87.08	89.06	89.11	87.37	87.53	87.82	87.66	89.88	85.74	89.81	88.53	89.44	86.34	88.81	90.44	85.71	87.39	89.68	88.73	87.81	83.97	85.49	87.12	87.33	85.58
722	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.67	89.56	87.78	87.96	87.80	89.40	89.24	86.43	87.45	88.27	90.11	88.93	87.89	87.30	87.94	89.08	88.46	87.34	89.21	89.46	88.80	86.72	88.67	87.07	86.31	88.25
723	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.74	89.10	87.23	87.22	88.23	89.71	89.03	89.05	87.87	88.07	89.98	87.70	89.38	87.81	87.19	89.51	88.24	86.32	88.82	88.39	86.85	86.51	88.12	90.21	86.72	88.30
752	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	86.86	88.75	86.61	89.47	87.95	88.40	87.57	90.03	87.56	88.02	89.04	89.87	88.63	88.70	88.92	89.67	87.24	88.21	89.49	87.71	86.00	86.39	88.97	85.65	87.55	85.25
753	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	86.39	89.10	86.20	88.44	86.49	88.96	89.13	88.45	86.85	88.30	89.68	88.72	89.15	88.41	87.94	88.62	86.77	88.28	89.86	88.27	85.86	87.66	84.83	86.39	85.32	84.81
754	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	88.36	87.43	88.19	88.07	87.29	89.25	88.91	88.74	87.78	88.47	87.05	87.94	88.61	87.68	88.03	89.21	89.30	87.88	89.05	88.99	86.80	86.78	86.55	87.04	88.75	85.76
755	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.09	86.74	89.15	89.76	88.42	88.51	88.73	89.16	89.21	86.91	89.42	89.63	87.42	87.57	87.36	87.80	88.18	89.18	89.19	88.68	88.43	86.17	87.40	86.62	85.32	82.65
784	372	48	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	88.49	89.67	88.30	85.72	86.49	88.78	87.61	87.71	87.58	87.98	89.22	88.42	88.96	88.35	86.51	90.71	87.68	89.20	89.00	89.03	86.64	87.03	88.55	88.25	86.57	86.41
785	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.51	88.40	87.41	88.77	87.34	88.68	86.59	87.63	88.68	88.98	88.38	89.62	89.28	86.89	88.97	88.22	87.02	87.72	89.99	89.80	88.27	86.06	87.45	85.85	89.33	84.47
786	372	48	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	89.48	88.43	88.18	86.66	85.42	89.37	88.75	87.78	87.17	85.63	88.09	87.23	89.20	87.25	88.40	88.46	87.43	88.84	89.16	88.77	85.99	86.96	87.10	85.38	87.63	86.72
787	372	48	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.61	88.87	87.74	88.05	88.22	87.83	89.92	87.93	88.58	86.37	88.86	88.36	84.80	86.49	88.86	89.43	86.32	88.81	89.39	88.41	88.17	86.55	87.19	87.19	86.48	86.29
816	372	48	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	87.93	89.65	87.93	87.16	89.08	88.15	89.77	88.48	88.74	87.59	89.46	87.56	88.94	88.73	88.41	88.25	88.04	88.33	87.71	88.95	85.36	82.39	85.94	84.56	84.49	87.00
817	372	48	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.97	88.65	88.16	85.91	88.04	88.22	87.37	87.46	89.63	88.60	87.35	89.64	89.65	89.01	88.53	87.67	86.67	88.40	86.58	88.65	85.29	84.80	87.61	86.44	88.23	86.60
818	372	48	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.71	88.15	86.33	87.49	88.23	88.59	89.47	88.03	89.05	86.60	89.50	88.44	87.41	86.70	87.87	87.97	86.53	88.53	89.64	89.45	84.85	86.31	88.61	86.53	86.26	87.08
819	372	48	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	86.18	88.79	87.45	88.05	88.31	88.26	85.65	88.77	87.70	88.41	88.65	88.59	88.02	88.29	89.69	88.46	88.69	86.19	88.92	89.64	86.54	86.26	86.79	87.69	87.03	84.19
848	372	48	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	87.95	85.40	87.12	85.95	88.09	89.67	88.32	86.57	87.89	86.96	88.66	87.88	88.62	87.27	88.24	88.29	88.35	87.47	89.87	87.20	86.51	86.13	88.08	85.90	86.44	85.65
849	372	48	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	87.53	87.91	87.54	87.88	87.69	88.02	87.64	88.19	88.27	86.48	88.57	89.41	89.00	86.44	86.33	89.44	88.35	88.94	89.71	88.36	84.06	86.42	86.34	84.71	84.44	84.91
850	372	48	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	86.25	85.62	88.09	88.98	86.94	89.04	86.13	86.54	87.24	87.36	89.54	88.57	86.54	86.43	86.59	87.40	88.44	87.30	89.06	87.74	85.17	87.53	86.50	86.76	86.07	85.20
851	372	48	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	83.67	87.45	86.92	86.60	87.71	89.00	87.59	88.09	87.21	87.71	88.30	88.66	87.37	86.82	88.10	87.82	87.47	88.48	89.37	86.80	85.67	86.44	87.21	85.81	87.79	86.77
880	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.23	89.01	86.20	89.37	88.35	89.75	88.45	88.43	88.41	88.25	89.38	88.67	87.98	87.85	87.37	89.46	87.92	89.49	89.68	88.69	88.05	87.98	87.91	87.29	87.62	87.76
881	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.81	88.57	87.13	87.27	87.29	89.47	88.33	88.86	87.06	87.34	89.51	88.43	90.39	88.03	87.27	88.08	89.45	89.05	89.54	88.30	87.53	85.36	87.72	85.23	90.05	87.44
882	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.07	88.11	87.84	88.53	87.75	89.28	87.39	88.51	87.40	87.78	88.40	89.16	88.02	86.50	88.90	89.76	88.14	88.56	88.87	88.65	86.55	85.49	88.71	88.40	88.92	86.83
883	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.30	87.69	87.93	89.28	89.64	88.61	87.96	87.01	87.46	88.00	89.10	89.21	89.38	88.28	87.80	88.04	88.05	87.96	90.25	90.14	89.06	86.64	89.14	89.09	88.90	88.93
912	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.13	89.36	87.28	86.26	87.91	88.96	87.25	89.23	87.64	88.59	89.78	89.69	88.81	88.03	89.17	89.24	87.58	88.98	89.99	89.73	87.82	86.06	88.19	88.47	89.23	87.64
913	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.45	88.85	87.32	87.43	87.78	89.90	88.00	87.85	86.90	87.77	89.95	89.25	88.41	88.29	88.87	88.68	87.15	88.06	88.87	89.93	85.42	85.57	88.53	86.95	86.62	87.89
914	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	86.61	88.39	87.05	88.62	88.04	87.77	88.73	89.97	88.32	87.08	88.74	90.18	89.95	89.03	87.94	89.49	87.60	88.50	89.41	89.90	86.96	87.09	89.17	85.81	86.65	86.22
915	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.48	87.95	87.70	89.71	88.05	89.39	88.79	88.47	87.45	87.89	87.77	88.84	88.99	87.31	87.39	89.33	85.69	88.78	89.98	89.34	88.66	86.85	87.48	85.75	84.87	85.86
944	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.13	86.27	88.88	88.37	87.65	89.47	87.71	88.04	88.59	88.31	87.66	88.91	88.57	87.90	89.23	89.69	88.20	89.59	89.63	88.66	87.55	87.03	88.05	86.29	89.09	86.88
945	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	86.84	89.49	90.43	88.18	88.42	89.03	87.39	88.30	88.86	85.99	89.92	90.73	87.73	87.87	87.46	88.47	88.21	88.20	90.00	88.59	85.96	88.46	89.49	86.61	86.70	86.30
946	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.53	88.48	87.75	87.74	88.83	88.01	88.02	86.36	88.94	86.79	90.40	89.74	87.46	88.64	87.36	87.59	88.83	87.32	87.44	90.16	86.17	86.82	87.62	88.85	87.25	85.43
947	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.89	88.44	87.91	87.03	87.66	90.21	88.65	87.63	88.21	87.99	89.28	89.77	89.53	88.33	88.04	88.78	87.42	90.00	88.57	89.16	87.37	88.50	87.27	85.68	86.66	87.13
976	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	87.58	87.89	87.54	88.29	88.79	88.90	88.41	89.25	89.06	87.39	89.15	88.28	88.98	87.28	87.66	89.18	89.29	88.44	88.93	90.06	87.99	86.81	88.34	86.71	86.91	85.33
977	372	48	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.26	87.68	87.31	87.65	88.00	89.02	88.33	88.03	87.71	87.49	89.10	90.34	88.42	87.64	87.61	87.73	87.32	88.15	88.45	89.39	86.92	87.49	87.10	87.69	88.40	87.77
978	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	87.87	89.52	87.77	87.19	88.46	89.67	88.19	87.50	86.87	87.82	88.24	88.27	87.87	88.30	87.74	88.01	86.92	89.06	89.16	87.78	87.18	86.64	87.67	84.56	87.53	87.43
979	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.73	88.76	88.15	89.64	87.76	88.15	87.46	87.76	87.99	86.21	89.50	90.66	89.47	87.83	88.39	88.48	89.12	87.80	88.96	89.10	85.88	85.90	87.78	86.63	87.55	87.42
1008	372	48	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.00	86.86	87.42	86.78	88.14	88.63	88.67	89.14	88.37	87.75	88.49	88.14	88.69	88.41	87.99	89.42	87.16	89.37	89.96	88.86	87.09	87.74	88.44	85.94	85.62	88.28
1009	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.78	89.64	88.39	88.94	87.73	88.24	86.87	88.24	88.04	86.43	88.65	89.88	87.59	86.32	86.70	88.69	88.31	87.79	88.05	89.57	85.43	84.97	88.43	87.39	85.69	85.65
1010	372	48	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	88.62	87.12	86.31	87.73	87.96	89.50	88.90	88.96	88.16	87.96	88.42	88.62	90.14	87.26	88.51	87.77	89.45	88.04	88.68	90.33	86.26	87.88	86.87	85.65	87.62	85.66
1011	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.88	86.86	88.20	89.53	86.20	88.37	88.68	89.35	87.41	87.98	87.66	89.11	88.83	88.51	88.73	88.26	87.86	88.91	89.50	89.43	86.05	86.23	88.97	85.40	87.59	84.56
1040	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	87.85	88.99	87.44	88.05	86.97	88.68	87.28	89.95	87.92	87.89	87.97	87.46	89.39	87.53	88.23	87.60	86.92	88.73	88.20	90.09	90.22	86.83	89.66	86.45	85.89	86.32
1041	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.79	88.99	86.78	87.83	88.48	88.44	88.43	89.34	88.32	87.79	88.75	89.69	87.31	90.30	89.11	88.73	88.62	88.01	90.02	89.02	88.07	87.04	87.65	85.24	86.86	87.37
1042	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.05	88.71	89.14	87.66	87.95	88.18	88.01	88.70	87.81	88.22	87.55	88.82	88.12	87.52	87.24	88.43	89.48	87.81	90.24	89.62	86.11	87.41	88.23	86.47	86.61	88.08
1043	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.13	89.57	87.28	88.19	88.31	89.92	87.48	89.11	87.70	87.25	89.40	89.47	89.57	86.85	88.63	88.78	88.31	88.08	88.84	89.09	89.22	89.45	88.37	85.15	85.28	86.25
1072	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	89.92	88.78	87.44	88.38	86.61	88.88	88.28	88.22	87.10	87.43	88.05	88.62	88.01	87.35	88.09	88.35	87.63	87.86	88.83	87.51	86.27	86.40	86.96	88.30	90.38	86.66
1073	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	86.54	88.62	88.51	87.11	87.32	89.29	87.57	87.08	88.66	86.66	87.19	88.38	87.92	86.83	87.84	88.42	89.15	87.75	85.57	88.01	86.61	85.02	86.80	85.62	87.48	86.94
1074	372	48	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	87.35	88.03	86.22	87.30	87.95	87.34	85.99	87.61	87.64	85.98	88.12	88.34	89.21	88.61	88.08	89.67	86.31	87.88	88.04	89.93	85.90	87.11	89.20	87.80	88.41	88.79
1075	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	87.83	89.47	86.95	89.02	85.61	88.82	87.38	88.27	88.31	87.46	87.33	89.33	89.15	88.38	87.97	88.58	87.08	87.72	88.89	88.28	86.89	84.60	86.38	87.15	88.83	86.29
1104	372	48	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	88.80	87.76	88.62	86.34	87.82	88.07	87.94	87.07	87.46	87.19	89.40	88.88	87.70	87.69	86.68	88.25	87.31	88.24	87.91	88.17	86.34	85.04	87.68	83.83	88.14	86.14
1105	372	48	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	88.58	87.90	87.35	87.56	87.32	88.06	88.05	87.20	88.68	87.67	89.33	89.90	87.71	87.49	87.83	87.59	87.79	88.00	88.84	88.57	86.30	86.61	86.88	86.07	85.85	83.39
1106	372	48	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	88.39	86.87	88.65	86.82	88.89	89.51	85.86	88.70	87.89	87.01	87.28	89.89	88.76	86.76	86.74	88.94	87.69	86.71	88.46	89.43	85.49	85.91	88.39	86.99	89.04	86.56
1107	372	48	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.56	89.18	87.83	89.80	88.53	89.14	87.31	87.43	87.97	89.12	88.21	86.76	89.37	87.11	88.63	90.16	87.80	88.14	88.65	88.54	87.78	86.87	88.24	86.08	86.55	84.51
1136	372	48	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	88.17	86.85	89.75	87.33	87.55	88.09	88.48	87.03	86.51	87.96	87.49	88.89	89.11	84.04	86.02	86.19	86.87	87.35	87.72	88.33	84.90	84.42	89.17	85.21	87.26	85.11
1137	372	48	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.69	87.14	86.87	85.73	87.36	87.96	88.45	87.30	85.45	86.55	89.10	87.56	88.60	86.56	87.97	88.98	86.81	90.24	88.55	89.00	82.04	85.85	84.67	86.93	83.39	87.87
1138	372	48	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	87.52	87.67	89.05	88.33	87.40	88.96	88.21	87.51	87.22	86.33	88.40	88.35	87.11	87.79	88.44	88.44	86.79	88.17	89.54	88.08	87.81	86.03	87.63	85.56	86.17	87.08
1139	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	86.06	88.82	89.16	87.34	88.14	89.20	88.94	89.50	88.29	87.87	86.74	89.24	87.87	86.71	87.48	88.42	86.55	87.27	87.48	90.48	85.72	85.25	86.75	87.29	86.93	85.64

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
16	372	48	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	89.60	89.36	89.82	87.84	90.03	90.43	87.54	88.15	87.81	89.41	90.68	88.86	89.65	92.02	86.08	89.97	91.27	90.44	88.64	88.41	87.97	88.25	91.58	88.59	89.37	88.03
17	372	48	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	91.64	92.77	91.87	88.97	93.17	89.31	85.16	90.00	90.29	87.63	89.91	89.61	89.42	92.77	89.45	89.82	90.77	89.55	89.03	90.86	91.87	89.51	89.72	88.17	88.49	88.15
18	372	48	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	89.26	90.00	88.82	90.09	92.25	91.05	88.78	92.03	92.95	88.56	91.47	90.29	92.04	92.47	90.55	91.77	89.43	90.58	91.14	89.28	90.15	91.54	90.69	89.68	89.26	91.22
19	372	48	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	24.42	90.39	89.94	90.59	89.97	91.04	89.92	91.62	92.69	88.78	90.91	91.00	91.37	90.77	88.66	90.71	24.42	88.81	90.53	90.88	90.54	89.38	91.44	90.91	92.50	24.42
48	372	48	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	91.36	90.67	90.86	92.14	84.91	89.79	88.19	87.06	92.83	89.41	90.65	90.48	89.92	90.70	89.14	89.78	90.92	90.78	88.93	90.36	91.81	89.03	89.25	89.98	90.41	89.28
49	372	48	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	91.90	90.84	91.56	90.97	91.09	90.08	92.36	90.11	90.13	89.76	91.51	89.75	91.23	90.29	89.45	92.15	90.99	88.84	89.50	92.96	89.35	91.16	91.11	89.25	89.98	89.46
50	372	48	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	91.05	90.41	92.42	88.31	91.07	90.80	92.15	90.50	88.73	91.87	89.63	90.30	90.94	91.52	88.87	91.08	89.20	88.11	92.23	91.09	88.06	87.28	90.25	90.82	91.29	89.98
51	372	48	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	93.29	89.14	92.23	89.83	91.63	93.20	90.57	90.13	89.64	88.69	91.64	89.59	91.14	89.77	89.81	90.65	90.74	90.68	91.76	90.62	89.56	90.45	90.23	90.66	90.94	92.76
80	372	48	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	92.20	92.76	90.75	90.46	89.98	89.70	91.11	90.95	90.77	87.73	89.94	91.44	91.39	88.89	91.12	90.18	91.19	89.71	90.09	91.41	91.61	89.28	87.59	87.77	91.01	89.08
81	372	48	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	84.97	90.16	92.32	90.48	88.43	91.45	91.06	87.51	90.89	90.38	90.17	91.48	88.77	90.13	90.78	91.27	92.45	92.38	89.93	88.52	91.03	90.55	91.10	91.09	89.36	89.55
82	372	48	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.97	91.51	88.20	89.28	90.39	88.07	91.96	89.52	92.49	90.85	93.11	90.61	91.73	90.31	90.12	90.68	91.38	91.58	91.29	89.41	90.55	92.63	88.94	91.08	88.47	87.96
83	372	48	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.53	92.77	91.72	92.05	89.23	91.06	93.01	90.83	90.02	89.35	91.96	91.68	90.67	90.58	89.74	90.82	89.10	89.54	90.28	92.06	88.91	90.62	89.45	88.23	92.81	88.74
112	372	48	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	89.00	88.88	91.19	88.20	93.29	90.41	86.20	89.26	89.95	90.22	90.71	88.56	90.72	90.03	89.21	89.39	88.80	89.14	91.29	89.96	90.35	88.25	90.42	88.69	90.79	91.08
113	372	48	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	89.56	90.89	92.80	90.89	92.74	90.70	91.45	89.75	90.09	89.26	88.24	90.88	91.13	89.19	89.79	89.88	90.41	90.22	91.64	90.88	91.54	91.86	91.87	90.38	88.26	89.44
114	372	48	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.68	90.83	89.95	88.72	91.90	90.55	89.84	91.54	91.95	90.70	89.73	87.77	93.23	88.47	86.26	90.16	90.16	89.37	89.43	89.65	91.46	89.81	90.69	88.73	91.91	88.62
115	372	48	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	92.64	91.76	93.24	89.82	90.15	88.30	91.32	89.65	90.20	89.36	90.77	93.05	90.83	89.97	91.78	90.61	91.37	89.76	90.12	90.87	91.13	89.08	92.58	89.16	89.33	92.51
144	372	48	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	90.59	87.07	89.36	88.76	89.89	90.27	90.65	91.49	88.70	89.92	89.29	88.88	91.07	87.82	89.41	90.30	89.92	89.68	91.90	92.02	89.53	90.57	89.89	89.19	85.82	91.55
145	372	48	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.15	89.83	93.00	90.37	90.79	89.82	91.51	90.31	89.38	90.24	89.16	91.80	91.38	89.53	89.49	91.10	90.46	91.86	92.76	91.71	89.68	88.84	90.00	87.84	89.40	91.32
146	372	48	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	91.21	90.55	92.96	92.14	90.63	91.24	89.69	92.29	93.08	90.11	90.51	91.07	91.21	90.37	88.55	90.25	89.82	90.09	92.99	90.03	91.00	90.15	91.84	89.25	89.34	86.46
147	372	48	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	93.18	92.70	92.07	90.85	91.58	91.41	92.28	92.67	92.11	90.91	90.37	92.00	93.60	91.41	88.16	91.88	89.36	89.48	92.16	90.07	92.34	91.12	90.22	89.82	88.30	91.11
176	372	48	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	91.06	89.78	90.79	89.96	90.85	89.18	90.10	86.76	89.68	90.26	91.72	88.00	93.69	87.40	89.10	89.57	92.72	88.05	91.24	92.91	90.23	90.53	90.65	88.49	87.80	88.49
177	372	48	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.94	93.12	93.11	92.98	92.63	93.09	91.62	92.97	93.19	90.26	88.16	90.87	92.08	92.68	89.86	92.63	93.49	92.13	93.53	88.13	90.42	91.31	91.01	91.15	91.56	90.70
178	372	48	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	88.45	93.21	91.96	89.72	92.90	90.70	90.02	88.44	91.52	88.72	88.66	89.79	91.42	90.69	92.33	91.01	93.95	90.84	88.72	90.92	90.69	89.52	91.14	90.14	90.16	89.95
179	372	48	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	91.67	91.78	93.22	92.29	92.81	92.55	89.31	90.77	90.07	91.29	92.60	91.80	89.58	90.35	87.96	90.69	92.17	91.20	90.03	93.61	92.35	90.88	93.23	87.18	90.93	90.48
208	372	48	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	90.55	93.06	90.04	91.03	90.27	89.91	90.64	90.69	90.13	88.79	88.02	90.06	90.17	90.64	89.92	93.25	91.09	89.60	91.01	91.66	90.23	89.63	91.95	89.31	91.72	92.91
209	372	48	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	90.76	90.95	91.67	93.33	88.22	90.29	90.16	89.21	90.21	89.17	92.43	91.55	90.87	90.28	90.16	90.83	89.09	87.32	91.63	91.58	91.49	90.41	94.46	88.87	89.90	89.12
210	372	48	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	90.71	88.83	89.75	91.34	87.36	91.31	88.59	90.44	90.02	90.21	89.77	90.39	89.09	90.69	90.63	89.23	89.71	91.16	88.99	90.65	90.66	88.25	91.79	89.60	87.46	88.97
211	372	48	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	91.77	90.45	91.80	90.29	90.49	90.99	90.29	89.58	92.03	90.98	88.78	89.84	90.90	90.57	88.24	92.92	90.31	87.04	90.61	91.14	89.99	89.69	92.85	90.08	91.29	88.36
240	372	48	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	89.48	90.08	89.86	88.96	91.46	88.99	90.77	90.07	90.55	90.74	90.20	88.32	89.23	91.14	91.05	89.98	91.88	91.24	91.15	89.93	89.10	90.62	90.85	89.45	87.72	90.56
241	372	48	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	91.42	89.98	92.35	92.10	89.46	90.00	91.67	88.45	90.95	92.06	90.75	91.20	90.44	89.05	90.82	92.20	91.17	88.70	92.43	90.33	90.67	89.73	92.08	92.52	92.22	91.48
242	372	48	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	91.19	88.68	89.88	91.20	92.72	90.60	91.95	89.21	91.00	89.02	90.77	88.08	90.83	91.21	89.49	90.07	90.10	90.12	90.98	89.46	90.74	90.80	89.42	88.59	90.75	90.17
243	372	48	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	89.09	89.67	88.83	88.87	91.40	90.34	91.31	90.79	90.82	88.28	89.51	89.41	91.57	91.33	87.77	90.44	90.55	90.94	90.68	90.64	89.92	90.86	91.79	90.28	87.85	89.89
272	372	48	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	90.58	89.07	91.29	91.29	90.80	89.13	90.57	87.94	89.49	92.13	90.49	91.49	89.95	87.75	87.83	89.66	89.23	89.38	90.92	92.16	91.93	89.24	87.49	90.33	87.65	89.21
273	372	48	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	91.15	91.32	92.01	92.00	91.65	91.04	90.68	90.35	89.58	89.99	90.09	89.74	90.30	91.26	89.54	89.86	91.75	91.34	90.13	91.40	88.88	88.34	91.04	90.12	90.97	88.14
274	372	48	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	90.35	91.84	88.26	90.79	91.76	89.80	89.33	88.72	91.07	90.91	91.28	87.37	90.27	88.82	91.36	91.60	91.48	91.93	90.11	90.39	88.68	88.59	90.70	87.63	90.79	89.88
275	372	48	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	91.58	90.82	90.52	89.70	91.41	88.79	89.36	90.78	91.34	90.75	91.85	90.98	91.38	88.95	90.98	90.95	91.40	89.73	91.40	91.96	90.07	89.51	89.75	90.60	92.43	90.54
304	372	48	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	88.46	90.30	89.63	90.25	87.48	89.07	90.38	89.48	90.59	89.71	91.18	88.17	90.34	87.92	88.78	87.80	89.47	89.74	88.95	87.86	87.98	90.86	89.72	90.90	90.79	89.81
305	372	48	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	89.99	92.56	91.25	88.67	90.52	91.45	88.99	91.12	90.69	87.77	91.97	89.82	91.58	87.39	87.23	90.95	89.08	90.64	91.44	91.35	90.93	89.67	91.11	87.15	90.78	88.01
306	372	48	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	89.32	90.33	90.55	89.65	87.15	90.49	90.04	88.51	86.74	86.34	90.08	90.23	88.69	89.57	89.71	89.66	87.39	88.46	91.09	88.65	89.10	89.32	90.02	90.88	88.51	87.42
307	372	48	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	89.65	91.31	91.31	88.58	88.58	91.00	89.10	88.73	88.34	86.69	91.51	89.87	88.86	90.02	87.78	91.96	91.99	91.90	91.42	91.47	91.52	90.55	89.60	89.77	89.47	89.17
336	372	48	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	89.87	88.83	91.77	90.32	92.30	88.40	90.09	92.42	92.06	91.58	89.46	90.03	88.74	91.77	91.00	88.15	91.29	91.60	92.03	89.97	88.27	90.34	89.58	90.92	89.27	88.09
337	372	48	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	88.65	90.79	92.49	92.31	93.78	88.81	91.83	93.22	93.18	92.78	90.97	89.99	91.87	90.66	91.88	89.88	91.47	89.59	93.03	93.56	91.83	90.89	91.37	90.19	91.34	90.55
338	372	48	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	89.62	90.90	94.03	88.95	93.14	88.81	88.97	90.57	89.57	89.37	89.66	91.42	89.99	89.19	90.11	90.23	91.80	90.23	88.28	91.87	91.34	91.68	92.54	91.49	89.17	89.56
339	372	48	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	90.66	92.24	91.12	91.71	92.52	91.82	91.79	91.16	91.41	92.72	91.59	92.36	91.15	91.43	92.15	89.15	92.63	87.52	90.75	89.99	90.76	89.93	90.52	90.72	88.39	89.31
368	372	48	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	91.68	87.33	91.20	91.97	91.85	91.62	91.26	86.75	90.40	85.00	89.62	90.57	92.49	91.08	89.02	87.31	93.03	88.34	90.84	89.71	91.50	89.79	92.33	68.43	92.61	90.16
369	372	48	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	91.83	91.26	91.84	91.28	91.50	91.04	90.45	91.11	91.61	91.33	90.86	87.42	90.63	92.84	89.31	93.02	94.42	91.86	92.09	91.53	92.05	91.63	90.43	89.52	89.73	90.80
370	372	48	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	90.26	91.09	93.86	87.96	91.31	89.22	91.54	93.75	92.43	92.60	91.07	92.59	91.54	92.44	90.46	90.73	91.54	92.04	91.87	92.36	91.13	91.58	87.74	90.58	90.58	91.91
371	372	48	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.74	92.87	90.66	91.71	93.65	92.07	92.07	92.13	92.26	91.20	91.29	90.27	91.40	90.92	91.24	89.71	90.41	94.16	88.82	91.14	91.36	91.14	90.62	90.34	90.08	90.50
400	372	48	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.68	90.76	89.43	87.74	88.54	88.94	91.25	88.99	89.56	88.61	91.56	89.19	90.32	90.03	87.97	90.78	89.82	88.58	91.76	91.63	92.04	91.89	89.36	86.61	88.82	89.92
401	372	48	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	90.32	90.47	93.16	88.51	89.75	90.33	91.33	91.63	92.25	90.35	92.79	91.95	92.35	90.08	87.17	92.22	89.26	91.54	91.53	90.93	92.44	88.83	92.97	90.31	90.98	91.20
402	372	48	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	92.57	92.43	92.27	91.78	91.46	90.05	92.31	92.06	90.55	91.00	91.62	89.27	92.10	92.48	88.44	91.74	90.30	90.66	89.80	92.73	90.84	90.65	90.29	89.59	91.51	90.25
403	372	48	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	89.31	89.39	92.31	87.37	91.11	90.41	92.56	89.02	88.21	88.76	89.52	88.69	89.70	90.63	90.73	91.20	90.96	91.69	90.18	89.72	89.93	89.13	89.12	89.49	88.00	91.77
432	372	48	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	88.39	88.23	90.46	90.00	89.82	88.31	90.93	88.74	88.17	87.75	89.56	89.48	89.42	90.13	86.90	90.61	88.99	87.39	90.75	87.76	88.81	89.13	89.51	89.48	87.92	90.29
433	372	48	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	92.22	92.27	91.29	92.47	92.21	93.19	91.50	89.31	90.83	91.12	91.88	87.94	92.01	90.80	89.43	93.32	92.35	88.61	89.93	90.60	90.00	92.10	91.13	92.81	89.20	89.61
434	372	48	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	88.54	91.59	94.11	92.28	92.74	92.44	91.85	91.32	91.59	90.50	91.43	91.67	90.85	91.35	90.81	90.55	91.25	90.09	90.89	91.23	89.03	92.49	91.83	91.74	88.83	90.54
435	372	48	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	91.47	91.51	90.25	90.01	90.18	88.99	90.38	90.56	93.00	91.56	91.13	90.15	92.03	91.17	90.33	92.30	89.77	92.42	90.39	92.30	92.21	91.04	90.93	90.60	91.29	90.10
464	372	48	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	91.48	90.87	90.43	91.33	89.32	88.86	91.75	92.32	91.43	88.73	89.44	90.44	91.44	93.57	88.25	90.91	89.25	89.93	93.47	91.89	89.04	89.32	91.58	90.69	90.36	90.94
465	372	48	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	90.94	92.01	91.43	92.71	93.75	91.30	92.29	90.87	90.43	92.55	93.03	89.70	90.78	92.25	90.79	93.51	93.28	90.09	92.45	91.21	90.39	91.02	90.10	91.13	89.20	90.06
466	372	48	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	91.59	91.73	92.29	89.35	91.51	89.93	90.32	89.66	89.82	90.85	93.03	91.70	91.41	92.07	91.73	90.65	92.58	90.05	93.79	89.82	92.05	90.25	89.38	90.00	91.07	91.00
467	372	48	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	89.19	90.76	89.64	89.62	92.74	91.28	88.19	92.74	92.57	89.72	91.85	89.86	90.87	90.00	89.73	91.70	92.48	92.36	92.95	92.69	89.87	91.88	92.37	88.29	89.16	92.05
496	372	48	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	88.00	90.52	89.94	90.19	91.91	88.05	91.91	89.81	90.73	88.15	88.89	87.81	92.61	88.79	89.47	92.12	90.60	90.61	89.35	91.17	91.41	88.26	86.74	90.53	87.87	90.73
497	372	48	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	89.75	89.44	92.13	90.73	91.14	89.60	91.78	90.53	91.28	90.04	89.90	90.18	89.36	91.16	89.82	88.78	89.81	90.43	92.66	91.07	90.01	90.94	89.36	90.53	89.86	92.26
498	372	48	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	90.85	91.68	91.71	88.09	90.08	90.71	91.10	90.93	89.28	93.89	90.11	90.87	91.12	91.23	89.66	88.87	91.39	88.89	92.09	89.37	89.75	89.43	89.62	88.95	91.71	91.96
499	372	48	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	91.87	91.56	91.71	90.20	90.33	90.87	89.95	92.26	90.10	90.78	90.96	90.72	89.49	92.20	89.67	90.97	90.93	89.91	92.04	87.63	90.14	89.08	89.20	92.16	89.25	89.52
528	372	48	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	90.64	88.32	90.02	92.33	92.80	88.69	91.48	89.29	90.24	92.02	90.26	90.29	88.80	91.88	89.38	88.05	91.12	86.13	89.41	90.03	89.28	88.22	89.10	90.66	88.82	90.69
529	372	48	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	93.16	91.26	89.61	89.15	92.20	90.33	91.26	90.59	91.22	91.43	90.85	90.45	92.12	90.25	91.01	90.10	88.75	90.07	90.64	88.48	89.96	90.79	90.55	92.47	87.96	89.69
530	372	48	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	91.42	90.42	91.61	90.43	90.31	89.06	91.14	89.51	89.39	89.13	87.71	90.09	90.02	87.20	89.63	89.98	92.75	90.86	91.90	90.27	89.46	90.08	91.22	87.36	92.47	91.83
531	372	48	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	92.09	89.25	92.48	90.53	90.60	90.32	90.85	91.98	90.46	89.09	89.81	90.82	90.81	90.21	88.52	91.74	88.37	88.30	90.74	90.78	91.91	90.84	87.72	89.77	91.43	88.31
560	372	48	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.11	92.79	90.80	93.29	92.98	88.75	92.02	88.83	91.91	88.78	92.45	92.82	89.95	91.45	90.96	90.09	89.66	90.96	90.47	92.53	88.58	90.79	91.30	90.01	89.98	88.19
561	372	48	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	92.16	90.97	92.64	89.19	88.43	90.49	87.71	89.67	88.16	89.81	90.07	90.19	91.38	92.91	88.33	89.77	90.73	91.43	92.81	89.81	89.81	89.80	91.86	88.13	89.21	90.31
562	372	48	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.68	89.13	90.03	90.80	89.11	89.85	90.48	88.66	90.34	87.99	92.06	90.20	91.32	88.98	91.58	91.79	92.81	91.22	93.09	90.52	89.74	84.16	90.21	88.27	90.79	91.05
563	372	48	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	90.69	89.80	90.18	91.46	89.35	91.75	91.14	89.63	91.94	90.45	89.00	91.46	91.39	89.78	92.78	90.50	89.61	91.30	92.13	90.88	89.68	90.18	91.57	89.91	90.27	91.70
592	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.47	90.85	91.20	90.33	90.72	89.37	90.82	89.44	90.10	90.75	91.81	87.67	87.50	89.03	88.52	91.38	91.02	87.06	89.02	90.84	89.47	90.28	92.47	90.36	90.03	90.30
593	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.09	89.08	91.31	88.50	90.93	88.12	88.43	88.34	89.03	89.13	90.22	86.26	88.42	91.09	90.61	89.85	89.80	88.64	89.68	87.51	89.84	86.03	91.83	90.27	88.90	88.38
594	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.70	88.82	89.47	89.66	89.56	89.01	90.81	89.37	91.57	88.43	89.41	87.25	87.52	87.17	88.38	90.75	90.19	88.70	91.13	90.57	88.90	91.22	91.09	89.63	90.92	88.83
595	372	48	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	91.08	87.41	88.03	89.56	89.79	89.14	89.84	89.55	89.86	91.31	88.95	89.58	88.72	89.73	90.68	89.83	89.81	91.12	89.18	88.52	89.46	86.83	92.41	90.83	88.62	88.69
624	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.60	91.80	91.85	90.32	90.22	90.76	90.26	90.04	88.19	91.03	91.77	88.85	88.67	89.18	90.59	89.10	89.65	89.19	90.35	89.48	91.58	90.95	91.44	91.23	92.51	87.19
625	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.34	90.07	91.55	91.30	91.42	91.93	90.58	89.21	91.09	89.58	93.67	89.67	90.76	92.30	89.84	89.73	89.24	90.86	92.46	91.46	90.54	90.41	91.22	87.95	93.22	91.34
626	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.80	89.63	90.81	89.40	91.31	92.77	91.16	90.10	91.64	89.61	89.66	90.55	91.85	89.43	90.58	90.13	92.17	90.29	91.48	91.31	90.46	88.99	92.61	88.23	91.08	88.33
627	372	48	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.06	91.28	92.04	90.99	90.02	88.57	90.56	89.59	90.43	90.68	90.81	89.06	88.70	89.42	89.06	89.54	91.03	86.35	90.80	88.81	90.66	90.79	92.48	90.31	90.07	86.81
656	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	91.34	91.98	90.95	89.79	91.76	91.08	91.38	90.56	93.00	91.02	93.03	90.73	89.06	91.03	90.85	90.41	90.58	90.96	91.67	90.54	89.48	89.58	92.09	91.36	88.23	92.32
657	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.10	92.05	93.21	91.33	90.33	92.04	89.95	90.99	90.56	90.80	91.04	90.17	88.58	91.53	89.85	90.49	91.84	91.01	91.65	84.31	90.38	89.80	92.55	91.63	92.65	88.71
658	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.30	89.72	90.55	91.50	89.86	89.43	91.34	91.95	85.48	92.67	89.72	88.13	90.66	91.82	89.51	90.11	91.35	90.38	93.25	91.42	91.29	89.16	90.83	88.72	92.28	89.11
659	372	48	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.35	91.21	91.32	89.92	90.84	88.61	89.02	89.13	92.54	89.31	91.14	89.80	91.65	91.87	91.41	90.07	92.82	90.47	93.43	92.06	91.32	90.16	92.70	90.04	91.55	91.72
688	372	48	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	88.50	90.68	89.96	91.05	91.17	88.57	89.40	90.40	89.73	89.95	87.85	89.64	89.01	92.13	89.62	90.25	91.34	91.77	90.25	90.02	89.21	90.03	91.37	88.91	90.63	88.09
689	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.89	90.92	87.64	89.06	89.72	85.82	88.95	91.58	89.16	90.47	88.90	88.11	90.03	89.67	89.84	90.13	91.49	86.87	91.03	89.93	90.34	90.39	92.00	88.69	91.75	91.04
690	372	48	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.38	90.08	88.63	89.07	90.51	88.35	85.62	90.30	91.26	88.52	89.77	88.05	88.49	91.39	89.69	90.92	90.15	90.05	90.48	88.60	90.83	87.49	90.54	88.54	90.70	85.70
691	372	48	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.48	90.65	89.50	91.71	88.80	89.12	91.29	90.66	90.52	90.91	90.08	86.96	89.02	90.12	89.04	90.81	90.98	89.93	90.20	90.83	89.71	89.40	89.57	90.33	89.99	87.87
720	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.80	89.28	92.02	89.92	90.42	89.29	90.53	90.69	91.50	90.19	90.52	90.46	89.83	90.61	91.32	89.64	90.79	91.10	91.38	91.59	91.56	88.66	90.75	90.32	91.39	88.86
721	372	48	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	89.62	90.50	91.04	91.60	92.34	92.03	87.34	88.87	90.87	88.46	89.59	88.95	90.09	90.84	91.04	93.95	89.05	90.91	92.49	90.34	91.18	90.20	91.15	91.78	90.17	89.87
722	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	88.89	91.14	89.66	88.44	90.27	92.50	91.08	89.52	90.77	90.07	91.08	90.99	89.95	90.64	91.58	89.89	89.67	88.91	92.98	91.05	91.53	90.95	91.32	89.51	91.47	90.83
723	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.34	89.86	92.21	85.94	90.47	91.54	89.82	91.99	90.25	91.80	93.37	90.66	90.60	90.63	89.62	90.09	89.75	89.66	90.70	91.55	90.42	88.33	93.87	91.29	89.41	89.60
752	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.28	91.81	89.67	90.82	90.69	88.98	88.15	91.76	91.54	90.20	90.89	92.60	90.58	91.87	90.98	91.43	92.07	92.74	93.50	91.90	90.04	90.57	92.50	91.09	92.69	89.76
753	372	48	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	92.34	91.40	91.99	91.13	88.75	89.39	90.39	89.57	88.81	93.10	90.59	89.96	89.96	92.77	90.52	90.55	90.32	90.37	91.84	90.85	90.16	90.20	89.84	90.89	89.37	89.08
754	372	48	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	90.79	91.01	91.38	91.54	90.09	90.55	90.78	90.36	91.58	89.84	87.12	87.80	90.87	90.56	90.19	90.93	92.53	88.94	91.37	92.54	90.58	90.44	93.72	91.32	91.50	90.05
755	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.47	91.50	91.42	90.47	91.90	88.69	89.07	92.30	90.65	89.93	91.30	91.28	90.57	90.25	89.75	91.53	92.30	93.47	93.33	90.95	90.12	89.60	92.12	90.33	89.05	87.41
784	372	48	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.58	90.36	91.32	90.07	89.65	88.65	88.36	89.25	89.80	89.76	91.37	89.34	90.49	89.14	89.19	91.55	89.33	91.14	89.14	87.72	88.59	90.13	92.23	91.50	89.35	89.72
785	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	90.03	89.94	91.82	90.53	89.98	89.79	90.12	90.23	89.84	89.92	91.33	88.68	92.00	89.92	87.47	90.51	87.89	89.94	90.41	88.33	91.65	87.68	89.45	88.60	90.77	88.20
786	372	48	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.13	87.92	91.31	88.87	86.93	88.79	89.71	88.03	88.89	87.86	89.27	90.33	88.80	86.49	88.69	89.41	90.32	88.83	90.81	89.88	88.11	89.39	88.22	90.25	89.86	89.28
787	372	48	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.70	89.22	89.57	88.38	88.72	89.55	91.27	89.81	90.81	88.82	88.78	87.44	86.50	88.75	89.90	90.02	88.98	90.97	91.64	90.34	89.78	89.39	90.87	89.72	86.54	87.96
816	372	48	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	92.05	91.18	90.15	90.58	91.25	91.21	90.27	89.43	91.77	89.93	91.73	88.09	91.28	90.65	88.17	90.57	89.15	91.47	92.07	91.48	90.00	87.08	92.03	88.30	85.58	89.35
817	372	48	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	90.27	89.43	91.32	90.39	91.14	85.52	90.65	89.60	89.70	89.51	91.27	90.53	89.88	90.53	91.30	88.24	88.72	89.40	87.90	91.21	91.46	89.39	91.37	89.57	90.70	90.60
818	372	48	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.34	93.03	89.86	89.39	88.32	90.09	91.70	89.83	89.91	89.35	89.44	88.32	89.29	90.77	90.56	89.99	88.19	90.79	91.70	90.08	90.76	89.36	90.51	90.58	89.64	88.13
819	372	48	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.64	90.58	87.48	91.11	88.30	90.75	88.87	89.17	88.81	88.80	89.70	89.15	90.33	92.11	90.48	90.73	90.28	90.06	91.81	90.26	90.20	90.11	92.49	91.29	89.50	89.26
848	372	48	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.48	89.21	91.35	89.94	89.84	92.51	90.13	89.75	90.97	89.91	91.83	89.68	90.34	91.13	91.23	90.03	90.81	91.43	92.01	89.88	91.12	89.71	91.27	91.44	91.74	89.93
849	372	48	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.49	92.03	91.37	89.06	90.72	88.76	92.56	90.29	90.86	89.74	90.45	90.76	92.38	89.62	88.90	90.75	90.81	90.33	91.80	90.23	89.79	90.70	91.13	89.11	88.86	89.14
850	372	48	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.06	88.89	91.08	90.13	88.39	90.83	89.07	90.75	89.61	91.16	90.82	89.73	88.99	89.80	88.75	90.29	91.77	89.65	90.99	90.23	89.97	88.68	92.43	89.86	89.32	89.34
851	372	48	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	87.97	91.81	88.29	88.61	90.56	89.83	90.42	88.49	89.70	90.70	91.21	91.06	87.52	91.52	89.13	91.36	91.21	90.39	91.45	89.85	90.80	91.97	89.88	91.83	91.27	88.41
880	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.30	89.35	90.56	90.72	88.64	88.94	90.32	89.11	90.20	88.48	90.38	90.34	91.00	90.54	88.22	90.19	90.31	91.17	91.28	91.53	91.52	89.43	92.15	89.59	90.88	90.73
881	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.62	87.06	87.42	88.33	91.31	90.30	90.30	89.49	88.17	86.60	89.82	91.66	90.25	90.41	92.02	89.62	90.61	89.66	90.19	87.45	90.76	88.79	90.06	89.28	91.61	89.06
882	372	48	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.73	89.57	88.33	88.96	89.65	89.28	89.57	91.24	89.94	89.90	90.56	90.43	89.49	89.88	91.25	90.84	89.14	89.38	89.27	88.12	89.30	86.23	89.97	90.46	90.26	88.81
883	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.06	89.94	89.55	91.12	90.80	89.02	90.27	89.82	90.18	90.21	91.75	88.31	90.73	88.94	89.82	90.46	90.60	88.23	90.50	90.96	91.09	89.73	91.38	90.95	91.73	89.33
912	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.02	90.50	92.06	89.15	89.00	89.86	90.77	90.59	89.13	90.55	91.48	89.88	89.24	91.06	89.74	91.34	91.31	91.99	92.55	90.04	91.05	90.26	92.94	91.75	90.44	90.26
913	372	48	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.54	89.79	91.95	90.71	92.99	92.24	90.59	89.64	89.38	90.19	91.55	89.98	89.30	91.31	91.35	91.01	90.30	90.82	91.53	92.00	89.08	89.98	93.83	91.23	91.00	90.20
914	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.38	91.87	91.05	89.54	91.87	90.79	91.25	89.09	90.90	89.37	91.30	91.56	91.17	91.28	90.25	89.77	90.76	91.32	89.69	90.31	90.30	89.97	92.14	90.50	89.74	88.19
915	372	48	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.33	91.00	91.04	89.69	88.87	90.02	90.55	90.84	91.61	88.84	90.37	88.62	91.30	90.83	90.98	92.40	89.32	91.53	91.28	91.25	91.90	90.05	91.68	90.38	84.63	87.01
944	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.46	89.33	91.60	89.33	90.68	91.03	90.58	90.38	90.80	90.53	91.26	90.72	90.31	91.18	90.25	91.81	91.30	91.08	91.98	89.98	89.25	90.48	92.61	89.27	90.84	89.37
945	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.07	93.06	92.49	90.10	92.33	91.17	91.33	90.53	90.44	88.87	91.99	89.81	90.99	89.48	89.27	91.19	91.32	91.83	92.80	91.56	90.34	90.59	91.94	90.97	90.14	89.04
946	372	48	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.51	91.91	92.46	92.48	90.04	91.22	91.87	88.52	90.46	89.91	92.01	90.85	91.60	89.37	90.27	91.47	91.03	89.74	91.33	90.75	90.76	91.10	91.14	90.84	86.95	88.17
947	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.50	92.58	91.34	91.16	90.12	91.90	90.80	90.98	90.40	89.70	91.96	91.26	91.21	92.93	90.15	89.86	91.30	92.46	91.91	90.08	92.11	91.29	91.87	89.67	92.28	89.57
976	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.61	90.28	90.11	90.53	91.28	87.96	88.24	90.23	90.73	88.39	92.33	86.93	90.30	88.08	88.58	90.40	92.31	87.98	91.05	89.96	88.73	88.10	90.69	89.24	89.69	86.47
977	372	48	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.60	91.07	90.85	89.48	88.61	89.95	89.46	90.61	90.37	89.52	90.06	89.77	91.44	90.53	89.06	88.17	90.00	91.10	91.57	90.94	89.42	90.34	91.04	90.55	89.09	90.88
978	372	48	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	87.05	91.04	88.73	90.07	90.89	89.61	89.81	89.31	89.13	88.86	85.30	87.99	89.21	89.58	89.22	89.60	89.43	90.99	89.88	88.81	89.75	89.46	91.40	89.11	87.01	86.46
979	372	48	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.57	91.52	88.72	90.32	89.50	90.12	90.16	89.20	88.66	88.36	90.36	89.33	89.61	88.16	90.40	91.67	90.33	88.19	90.30	88.78	89.97	90.08	89.46	89.81	88.21	87.24
1008	372	48	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.05	90.26	91.19	89.20	90.23	89.12	93.29	91.86	93.63	91.08	89.93	89.29	87.46	92.51	88.14	90.18	91.90	91.24	92.34	89.46	89.59	89.11	92.82	87.13	88.73	90.10
1009	372	48	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.31	91.42	91.89	92.32	89.59	90.00	91.03	91.37	88.89	89.30	92.01	91.67	90.03	86.73	89.44	91.83	91.83	88.84	90.26	92.18	91.06	88.84	89.92	88.30	90.03	90.50
1010	372	48	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.26	90.29	92.35	89.59	90.82	90.99	90.69	92.37	92.37	91.18	92.05	89.21	90.42	88.55	90.56	91.83	90.04	89.61	91.92	89.14	93.41	92.04	92.13	89.17	90.20	90.67
1011	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	92.01	88.91	91.88	90.95	89.33	88.89	91.05	90.85	89.09	89.03	87.31	90.41	89.47	91.15	91.29	90.49	89.70	91.94	92.52	91.94	90.02	90.76	92.07	89.52	92.02	88.53
1040	372	48	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	91.54	90.48	90.43	90.72	89.68	92.47	89.77	90.87	89.81	91.25	89.57	88.33	89.76	91.22	89.53	89.60	89.35	90.36	93.26	90.40	92.46	93.29	91.81	90.94	89.75	90.11
1041	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.57	92.98	91.90	89.79	93.14	89.03	90.14	89.61	90.40	91.41	89.81	91.74	88.99	91.21	90.85	91.66	90.80	91.92	92.26	92.91	90.59	90.89	90.79	89.98	91.70	90.79
1042	372	48	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	90.08	91.07	90.52	91.76	90.05	91.38	91.12	91.44	90.42	90.64	89.79	91.13	89.38	90.67	90.59	90.65	91.82	90.64	92.27	90.49	91.00	89.57	91.76	89.62	91.18	91.28
1043	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	93.03	92.27	92.97	90.81	91.43	90.83	91.71	90.49	89.91	90.78	91.57	90.55	91.07	90.03	90.85	90.38	92.49	90.81	90.57	89.37	92.63	90.81	93.45	90.27	90.54	87.71
1072	372	48	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	91.70	91.55	92.26	88.42	88.52	89.99	90.70	89.38	85.98	89.46	90.50	88.95	89.16	87.63	91.12	90.45	87.56	89.16	89.33	90.53	89.47	87.47	89.91	90.09	90.64	90.44
1073	372	48	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.30	91.83	92.04	88.45	90.18	88.33	92.05	88.85	90.63	89.08	88.40	88.51	89.52	90.01	87.89	90.01	89.47	90.42	87.52	87.17	91.63	88.51	89.28	89.92	85.97	88.94
1074	372	48	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.90	89.75	90.53	88.23	89.59	89.62	85.23	88.14	88.62	88.41	87.45	89.13	91.21	91.56	88.91	90.71	90.94	89.08	89.61	89.62	88.92	88.24	93.03	88.72	90.39	91.02
1075	372	48	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	90.03	91.27	89.45	90.18	88.67	89.65	89.38	88.38	90.08	89.01	88.36	90.07	88.75	88.55	88.20	91.36	89.05	89.22	88.08	89.15	89.81	87.35	89.91	89.20	90.56	88.23
1104	372	48	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.81	90.39	92.07	88.86	90.72	87.21	89.55	88.97	87.87	89.00	89.10	92.11	91.00	90.59	88.66	89.21	91.00	88.36	90.30	89.37	90.59	90.04	90.91	87.87	89.78	89.14
1105	372	48	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.27	88.92	90.65	90.69	89.08	88.88	91.37	89.14	89.53	90.85	90.45	92.01	89.16	92.07	90.28	89.54	91.70	90.14	91.48	92.71	88.17	90.18	91.48	89.34	90.65	87.42
1106	372	48	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	90.99	88.96	91.13	89.72	89.91	90.51	90.74	92.08	90.73	90.30	89.23	91.75	90.25	89.52	90.67	90.91	91.23	89.50	92.58	90.62	89.31	89.25	91.12	90.48	91.75	90.30
1107	372	48	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.86	92.29	91.95	91.22	91.30	89.76	88.84	91.84	89.56	89.56	91.85	85.76	92.21	91.14	91.62	88.96	90.20	90.38	91.58	90.30	90.59	90.18	91.46	89.86	92.09	86.64
1136	372	48	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.27	89.45	92.55	88.45	92.35	92.21	91.35	87.73	88.35	91.27	90.47	91.22	92.36	88.13	88.86	90.12	89.62	89.45	89.41	92.86	89.13	88.17	92.91	89.77	90.84	89.03
1137	372	48	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.31	89.79	90.53	90.99	91.07	88.98	91.33	89.44	90.52	92.33	92.20	90.18	87.54	91.46	90.12	91.15	90.85	91.58	89.96	91.29	86.37	91.10	89.41	89.94	88.53	90.94
1138	372	48	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	91.44	88.84	91.92	90.28	91.72	90.75	90.61	91.40	91.72	90.43	90.25	91.83	89.39	91.26	89.42	89.89	91.22	89.92	91.70	90.91	90.70	90.17	92.04	89.83	89.44	91.26
1139	372	48	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	91.37	91.13	91.81	91.21	90.24	91.51	91.57	91.08	91.49	92.17	90.56	93.02	88.78	89.17	89.45	89.27	87.65	90.63	88.24	91.52	89.63	89.69	93.03	90.53	90.76	86.05

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
624	89.83	89.25	88.22	88.48	88.30	88.77	90.84	88.86	88.92	87.99	89.51	88.96	88.74	88.03	89.49	87.20	88.29	88.12	88.96	89.49	87.04	87.86	87.53	88.56	89.69	87.36	88.626538
592	88.60	88.50	88.84	89.70	88.27	87.75	88.73	90.38	88.71	87.71	89.95	89.04	87.81	88.02	87.16	89.43	88.35	89.22	88.28	89.69	86.16	86.97	89.43	88.05	89.01	88.31	88.541154
883	88.30	87.69	87.93	89.28	89.64	88.61	87.96	87.01	87.46	88.00	89.10	89.21	89.38	88.28	87.80	88.04	88.05	87.96	90.25	90.14	89.06	86.64	89.14	89.09	88.90	88.93	88.532692
593	88.46	89.40	87.94	88.74	87.92	89.96	87.70	88.71	88.93	87.85	90.07	88.04	89.49	88.34	88.75	88.43	87.77	88.23	89.75	89.39	88.85	84.85	88.73	89.02	87.62	86.38	88.435385
912	87.13	89.36	87.28	86.26	87.91	88.96	87.25	89.23	87.64	88.59	89.78	89.69	88.81	88.03	89.17	89.24	87.58	88.98	89.99	89.73	87.82	86.06	88.19	88.47	89.23	87.64	88.385385
656	89.39	89.68	88.17	88.50	89.11	89.71	87.40	86.19	89.29	88.46	90.40	88.22	87.71	88.69	89.61	86.79	87.89	90.19	88.20	87.92	86.49	85.66	89.57	88.60	86.51	88.55	88.342308
880	87.23	89.01	86.20	89.37	88.35	89.75	88.45	88.43	88.41	88.25	89.38	88.67	87.98	87.85	87.37	89.46	87.92	89.49	89.68	88.69	88.05	87.98	87.91	87.29	87.62	87.76	88.328846
626	87.30	88.49	87.41	88.41	88.08	88.82	88.53	88.19	88.23	88.50	87.45	89.28	89.90	88.29	89.22	89.16	89.04	89.29	88.30	89.70	87.02	86.62	88.50	86.84	88.20	87.21	88.306923
944	89.13	86.27	88.88	88.37	87.65	89.47	87.71	88.04	88.59	88.31	87.66	88.91	88.57	87.90	89.23	89.69	88.20	89.59	89.63	88.66	87.55	87.03	88.05	86.29	89.09	86.88	88.282692
657	89.04	87.95	88.74	88.69	87.62	88.94	88.91	88.33	87.60	88.89	89.42	89.22	88.02	89.45	88.29	88.29	88.39	90.20	88.67	87.47	86.11	85.83	87.77	86.35	88.29	88.27	88.259615

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
880	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.23	89.01	86.20	89.37	88.35	89.75	88.45	88.43	88.41	88.25	89.38	88.67	87.98	87.85	87.37	89.46	87.92	89.49	89.68	88.69	88.05	87.98	87.91	87.29	87.62	87.76
881	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.81	88.57	87.13	87.27	87.29	89.47	88.33	88.86	87.06	87.34	89.51	88.43	90.39	88.03	87.27	88.08	89.45	89.05	89.54	88.30	87.53	85.36	87.72	85.23	90.05	87.44
883	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.30	87.69	87.93	89.28	89.64	88.61	87.96	87.01	87.46	88.00	89.10	89.21	89.38	88.28	87.80	88.04	88.05	87.96	90.25	90.14	89.06	86.64	89.14	89.09	88.90	88.93
976	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	87.58	87.89	87.54	88.29	88.79	88.90	88.41	89.25	89.06	87.39	89.15	88.28	88.98	87.28	87.66	89.18	89.29	88.44	88.93	90.06	87.99	86.81	88.34	86.71	86.91	85.33
592	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.60	88.50	88.84	89.70	88.27	87.75	88.73	90.38	88.71	87.71	89.95	89.04	87.81	88.02	87.16	89.43	88.35	89.22	88.28	89.69	86.16	86.97	89.43	88.05	89.01	88.31
593	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.46	89.40	87.94	88.74	87.92	89.96	87.70	88.71	88.93	87.85	90.07	88.04	89.49	88.34	88.75	88.43	87.77	88.23	89.75	89.39	88.85	84.85	88.73	89.02	87.62	86.38
594	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	87.91	89.21	86.96	87.31	87.67	88.51	88.28	88.05	87.68	89.06	88.68	88.87	88.42	86.72	88.97	90.48	88.46	88.08	89.67	89.88	85.10	89.09	88.23	86.70	87.25	88.74
689	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.36	88.16	86.12	89.03	86.53	87.48	88.86	89.98	88.43	87.49	88.07	88.58	89.41	87.85	88.17	88.13	88.17	87.35	89.87	89.02	88.67	87.94	89.43	87.11	89.01	87.33
785	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.51	88.40	87.41	88.77	87.34	88.68	86.59	87.63	88.68	88.98	88.38	89.62	89.28	86.89	88.97	88.22	87.02	87.72	89.99	89.80	88.27	86.06	87.45	85.85	89.33	84.47
912	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.13	89.36	87.28	86.26	87.91	88.96	87.25	89.23	87.64	88.59	89.78	89.69	88.81	88.03	89.17	89.24	87.58	88.98	89.99	89.73	87.82	86.06	88.19	88.47	89.23	87.64
914	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	86.61	88.39	87.05	88.62	88.04	87.77	88.73	89.97	88.32	87.08	88.74	90.18	89.95	89.03	87.94	89.49	87.60	88.50	89.41	89.90	86.96	87.09	89.17	85.81	86.65	86.22
1011	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.88	86.86	88.20	89.53	86.20	88.37	88.68	89.35	87.41	87.98	87.66	89.11	88.83	88.51	88.73	88.26	87.86	88.91	89.50	89.43	86.05	86.23	88.97	85.40	87.59	84.56
624	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.83	89.25	88.22	88.48	88.30	88.77	90.84	88.86	88.92	87.99	89.51	88.96	88.74	88.03	89.49	87.20	88.29	88.12	88.96	89.49	87.04	87.86	87.53	88.56	89.69	87.36
625	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.74	89.25	87.18	88.74	88.52	89.32	87.26	87.91	88.49	88.42	90.25	88.36	87.25	88.13	87.60	89.64	88.03	88.69	88.76	88.71	87.83	86.39	86.88	85.66	89.45	88.93
626	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	87.30	88.49	87.41	88.41	88.08	88.82	88.53	88.19	88.23	88.50	87.45	89.28	89.90	88.29	89.22	89.16	89.04	89.29	88.30	89.70	87.02	86.62	88.50	86.84	88.20	87.21
720	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	87.97	88.70	88.15	89.37	87.12	88.74	88.80	88.05	87.45	88.02	88.27	88.90	89.14	87.25	86.94	89.88	89.25	87.99	88.95	89.23	88.67	84.55	88.17	85.96	88.95	85.49
722	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.67	89.56	87.78	87.96	87.80	89.40	89.24	86.43	87.45	88.27	90.11	88.93	87.89	87.30	87.94	89.08	88.46	87.34	89.21	89.46	88.80	86.72	88.67	87.07	86.31	88.25
723	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.74	89.10	87.23	87.22	88.23	89.71	89.03	89.05	87.87	88.07	89.98	87.70	89.38	87.81	87.19	89.51	88.24	86.32	88.82	88.39	86.85	86.51	88.12	90.21	86.72	88.30
944	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.13	86.27	88.88	88.37	87.65	89.47	87.71	88.04	88.59	88.31	87.66	88.91	88.57	87.90	89.23	89.69	88.20	89.59	89.63	88.66	87.55	87.03	88.05	86.29	89.09	86.88
945	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	86.84	89.49	90.43	88.18	88.42	89.03	87.39	88.30	88.86	85.99	89.92	90.73	87.73	87.87	87.46	88.47	88.21	88.20	90.00	88.59	85.96	88.46	89.49	86.61	86.70	86.30
947	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.89	88.44	87.91	87.03	87.66	90.21	88.65	87.63	88.21	87.99	89.28	89.77	89.53	88.33	88.04	88.78	87.42	90.00	88.57	89.16	87.37	88.50	87.27	85.68	86.66	87.13
1041	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.79	88.99	86.78	87.83	88.48	88.44	88.43	89.34	88.32	87.79	88.75	89.69	87.31	90.30	89.11	88.73	88.62	88.01	90.02	89.02	88.07	87.04	87.65	85.24	86.86	87.37
1043	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.13	89.57	87.28	88.19	88.31	89.92	87.48	89.11	87.70	87.25	89.40	89.47	89.57	86.85	88.63	88.78	88.31	88.08	88.84	89.09	89.22	89.45	88.37	85.15	85.28	86.25
656	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	89.39	89.68	88.17	88.50	89.11	89.71	87.40	86.19	89.29	88.46	90.40	88.22	87.71	88.69	89.61	86.79	87.89	90.19	88.20	87.92	86.49	85.66	89.57	88.60	86.51	88.55
657	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.04	87.95	88.74	88.69	87.62	88.94	88.91	88.33	87.60	88.89	89.42	89.22	88.02	89.45	88.29	88.29	88.39	90.20	88.67	87.47	86.11	85.83	87.77	86.35	88.29	88.27
658	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.33	89.60	87.51	89.73	88.09	88.17	88.75	89.43	87.01	87.58	89.16	89.80	87.05	89.27	88.18	88.01	90.05	88.01	89.72	89.12	87.43	86.39	87.79	85.54	87.22	86.15
752	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	86.86	88.75	86.61	89.47	87.95	88.40	87.57	90.03	87.56	88.02	89.04	89.87	88.63	88.70	88.92	89.67	87.24	88.21	89.49	87.71	86.00	86.39	88.97	85.65	87.55	85.25
755	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.09	86.74	89.15	89.76	88.42	88.51	88.73	89.16	89.21	86.91	89.42	89.63	87.42	87.57	87.36	87.80	88.18	89.18	89.19	88.68	88.43	86.17	87.40	86.62	85.32	82.65

Size of the All data:  (144, 29)
Size of the Sig data:  (28, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
6	372	48	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.30	89.35	90.56	90.72	88.64	88.94	90.32	89.11	90.20	88.48	90.38	90.34	91.00	90.54	88.22	90.19	90.31	91.17	91.28	91.53	91.52	89.43	92.15	89.59	90.88	90.73
22	372	48	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.62	87.06	87.42	88.33	91.31	90.30	90.30	89.49	88.17	86.60	89.82	91.66	90.25	90.41	92.02	89.62	90.61	89.66	90.19	87.45	90.76	88.79	90.06	89.28	91.61	89.06
2	372	48	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.06	89.94	89.55	91.12	90.80	89.02	90.27	89.82	90.18	90.21	91.75	88.31	90.73	88.94	89.82	90.46	90.60	88.23	90.50	90.96	91.09	89.73	91.38	90.95	91.73	89.33
21	372	48	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.61	90.28	90.11	90.53	91.28	87.96	88.24	90.23	90.73	88.39	92.33	86.93	90.30	88.08	88.58	90.40	92.31	87.98	91.05	89.96	88.73	88.10	90.69	89.24	89.69	86.47
1	372	48	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.47	90.85	91.20	90.33	90.72	89.37	90.82	89.44	90.10	90.75	91.81	87.67	87.50	89.03	88.52	91.38	91.02	87.06	89.02	90.84	89.47	90.28	92.47	90.36	90.03	90.30
3	372	48	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.09	89.08	91.31	88.50	90.93	88.12	88.43	88.34	89.03	89.13	90.22	86.26	88.42	91.09	90.61	89.85	89.80	88.64	89.68	87.51	89.84	86.03	91.83	90.27	88.90	88.38
14	372	48	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.70	88.82	89.47	89.66	89.56	89.01	90.81	89.37	91.57	88.43	89.41	87.25	87.52	87.17	88.38	90.75	90.19	88.70	91.13	90.57	88.90	91.22	91.09	89.63	90.92	88.83
10	372	48	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.89	90.92	87.64	89.06	89.72	85.82	88.95	91.58	89.16	90.47	88.90	88.11	90.03	89.67	89.84	90.13	91.49	86.87	91.03	89.93	90.34	90.39	92.00	88.69	91.75	91.04
25	372	48	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	90.03	89.94	91.82	90.53	89.98	89.79	90.12	90.23	89.84	89.92	91.33	88.68	92.00	89.92	87.47	90.51	87.89	89.94	90.41	88.33	91.65	87.68	89.45	88.60	90.77	88.20
4	372	48	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.02	90.50	92.06	89.15	89.00	89.86	90.77	90.59	89.13	90.55	91.48	89.88	89.24	91.06	89.74	91.34	91.31	91.99	92.55	90.04	91.05	90.26	92.94	91.75	90.44	90.26
18	372	48	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.38	91.87	91.05	89.54	91.87	90.79	91.25	89.09	90.90	89.37	91.30	91.56	91.17	91.28	90.25	89.77	90.76	91.32	89.69	90.31	90.30	89.97	92.14	90.50	89.74	88.19
26	372	48	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	92.01	88.91	91.88	90.95	89.33	88.89	91.05	90.85	89.09	89.03	87.31	90.41	89.47	91.15	91.29	90.49	89.70	91.94	92.52	91.94	90.02	90.76	92.07	89.52	92.02	88.53
0	372	48	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.60	91.80	91.85	90.32	90.22	90.76	90.26	90.04	88.19	91.03	91.77	88.85	88.67	89.18	90.59	89.10	89.65	89.19	90.35	89.48	91.58	90.95	91.44	91.23	92.51	87.19
17	372	48	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.34	90.07	91.55	91.30	91.42	91.93	90.58	89.21	91.09	89.58	93.67	89.67	90.76	92.30	89.84	89.73	89.24	90.86	92.46	91.46	90.54	90.41	91.22	87.95	93.22	91.34
7	372	48	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.80	89.63	90.81	89.40	91.31	92.77	91.16	90.10	91.64	89.61	89.66	90.55	91.85	89.43	90.58	90.13	92.17	90.29	91.48	91.31	90.46	88.99	92.61	88.23	91.08	88.33
23	372	48	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	91.80	89.28	92.02	89.92	90.42	89.29	90.53	90.69	91.50	90.19	90.52	90.46	89.83	90.61	91.32	89.64	90.79	91.10	91.38	91.59	91.56	88.66	90.75	90.32	91.39	88.86
19	372	48	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	88.89	91.14	89.66	88.44	90.27	92.50	91.08	89.52	90.77	90.07	91.08	90.99	89.95	90.64	91.58	89.89	89.67	88.91	92.98	91.05	91.53	90.95	91.32	89.51	91.47	90.83
11	372	48	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.34	89.86	92.21	85.94	90.47	91.54	89.82	91.99	90.25	91.80	93.37	90.66	90.60	90.63	89.62	90.09	89.75	89.66	90.70	91.55	90.42	88.33	93.87	91.29	89.41	89.60
8	372	48	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	92.46	89.33	91.60	89.33	90.68	91.03	90.58	90.38	90.80	90.53	91.26	90.72	90.31	91.18	90.25	91.81	91.30	91.08	91.98	89.98	89.25	90.48	92.61	89.27	90.84	89.37
16	372	48	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.07	93.06	92.49	90.10	92.33	91.17	91.33	90.53	90.44	88.87	91.99	89.81	90.99	89.48	89.27	91.19	91.32	91.83	92.80	91.56	90.34	90.59	91.94	90.97	90.14	89.04
12	372	48	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.50	92.58	91.34	91.16	90.12	91.90	90.80	90.98	90.40	89.70	91.96	91.26	91.21	92.93	90.15	89.86	91.30	92.46	91.91	90.08	92.11	91.29	91.87	89.67	92.28	89.57
13	372	48	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	90.57	92.98	91.90	89.79	93.14	89.03	90.14	89.61	90.40	91.41	89.81	91.74	88.99	91.21	90.85	91.66	90.80	91.92	92.26	92.91	90.59	90.89	90.79	89.98	91.70	90.79
15	372	48	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	93.03	92.27	92.97	90.81	91.43	90.83	91.71	90.49	89.91	90.78	91.57	90.55	91.07	90.03	90.85	90.38	92.49	90.81	90.57	89.37	92.63	90.81	93.45	90.27	90.54	87.71
5	372	48	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	91.34	91.98	90.95	89.79	91.76	91.08	91.38	90.56	93.00	91.02	93.03	90.73	89.06	91.03	90.85	90.41	90.58	90.96	91.67	90.54	89.48	89.58	92.09	91.36	88.23	92.32
9	372	48	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.10	92.05	93.21	91.33	90.33	92.04	89.95	90.99	90.56	90.80	91.04	90.17	88.58	91.53	89.85	90.49	91.84	91.01	91.65	84.31	90.38	89.80	92.55	91.63	92.65	88.71
20	372	48	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.30	89.72	90.55	91.50	89.86	89.43	91.34	91.95	85.48	92.67	89.72	88.13	90.66	91.82	89.51	90.11	91.35	90.38	93.25	91.42	91.29	89.16	90.83	88.72	92.28	89.11
24	372	48	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.28	91.81	89.67	90.82	90.69	88.98	88.15	91.76	91.54	90.20	90.89	92.60	90.58	91.87	90.98	91.43	92.07	92.74	93.50	91.90	90.04	90.57	92.50	91.09	92.69	89.76
27	372	48	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.47	91.50	91.42	90.47	91.90	88.69	89.07	92.30	90.65	89.93	91.30	91.28	90.57	90.25	89.75	91.53	92.30	93.47	93.33	90.95	90.12	89.60	92.12	90.33	89.05	87.41

Size of the test data:  (28, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_19	89.292500	0.590365
mAP_valid_abs_values_11	89.160357	0.812429
mAP_valid_abs_values_12	89.112857	0.692745
mAP_valid_abs_values_20	89.086786	0.705166
mAP_valid_abs_values_6	88.920357	0.703912
mAP_valid_abs_values_16	88.782857	0.849893
mAP_valid_abs_values_13	88.663214	0.919021
mAP_valid_abs_values_2	88.616786	0.899539
mAP_valid_abs_values_8	88.603571	1.040257
mAP_valid_abs_values_18	88.548214	0.907781
mAP_valid_abs_values_4	88.503571	0.901399
mAP_valid_abs_values_23	88.318214	0.747480
mAP_valid_abs_values_7	88.310357	0.832353
mAP_valid_abs_values_17	88.262143	0.679315
mAP_valid_abs_values_15	88.256071	0.802428
mAP_valid_abs_values_9	88.162500	0.665936
mAP_valid_abs_values	88.147143	0.812216
mAP_valid_abs_values_14	88.091786	0.805546
mAP_valid_abs_values_5	87.989643	0.707376
mAP_valid_abs_values_10	87.935000	0.667047
mAP_valid_abs_values_25	87.784643	1.321205
mAP_valid_abs_values_3	87.715357	0.934466
mAP_valid_abs_values_21	87.476786	1.098433
mAP_valid_abs_values_26	86.908929	1.527975
mAP_valid_abs_values_24	86.812857	1.375421
mAP_valid_abs_values_22	86.808929	1.180051

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()

optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	91.793929	0.979514
mAP_test_abs_values_19	91.475714	1.193521
mAP_test_abs_values_11	91.024286	1.378191
mAP_test_abs_values_3	91.009643	1.388094
mAP_test_abs_values_25	90.998571	1.268761
mAP_test_abs_values_17	90.807500	1.077815
mAP_test_abs_values_5	90.696071	1.022935
mAP_test_abs_values	90.645357	1.160075
mAP_test_abs_values_2	90.592143	1.459651
mAP_test_abs_values_21	90.571071	0.953467
mAP_test_abs_values_14	90.445000	1.269513
mAP_test_abs_values_16	90.440714	0.705434
average_map	90.419849	0.533081
mAP_test_abs_values_18	90.363214	1.688646
mAP_test_abs_values_8	90.330000	0.991938
mAP_test_abs_values_7	90.328929	0.970106
mAP_test_abs_values_20	90.315357	1.737611
mAP_test_abs_values_9	90.168571	1.407119
mAP_test_abs_values_13	90.046786	1.180267
mAP_test_abs_values_6	90.030000	1.584581
mAP_test_abs_values_15	90.020714	1.086233
mAP_test_abs_values_24	90.007143	1.048392
mAP_test_abs_values_10	89.982857	1.215931
mAP_test_abs_values_4	89.958571	1.198875
mAP_test_abs_values_12	89.829643	1.616348
mAP_test_abs_values_22	89.775000	1.220778
mAP_test_abs_values_26	89.259286	1.353711

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_48 =  res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]

res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]


result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')


result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]

html_table = result_merged_mwu_48.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))

# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()

# # Valid
# fig.add_trace(go.Scatterpolar(
#        r=list(res_test_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Test'
# ))

# # Test
# fig.add_trace(go.Scatterpolar(
#       r=list(res_valid_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Valid'
# ))

# # Customization of chart
# fig.update_layout(
#   title={
#       'text': "",
#          'xanchor': 'center',
#       'yanchor': 'top'
#   },
#   polar=dict(
#     radialaxis=dict(
#       visible=True,
#       range=[88, 93]
#     )),
#   showlegend=True
# )

# fig.show()
# fig.write_image("MU_Test.png")

	id	valid_score	test_score
0	19	89.292500	91.475714
1	11	89.160357	91.024286
2	12	89.112857	89.829643
3	20	89.086786	90.315357
4	6	88.920357	90.030000
5	16	88.782857	90.440714
6	13	88.663214	90.046786
7	2	88.616786	90.592143
8	8	88.603571	90.330000
9	18	88.548214	90.363214
10	4	88.503571	89.958571
11	23	88.318214	91.793929
12	7	88.310357	90.328929
13	17	88.262143	90.807500
14	15	88.256071	90.020714
15	9	88.162500	90.168571
16	1	88.147143	90.645357
17	14	88.091786	90.445000
18	5	87.989643	90.696071
19	10	87.935000	89.982857
20	25	87.784643	90.998571
21	3	87.715357	91.009643
22	21	87.476786	90.571071
23	26	86.908929	89.259286
24	24	86.812857	90.007143
25	22	86.808929	89.775000

Code

#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 32

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
8	372	32	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	84.85	82.32	83.97	83.80	85.71	83.08	84.04	79.00	84.23	85.76	86.99	85.59	88.17	84.86	82.52	86.51	81.55	85.73	86.57	85.11	83.94	83.06	80.57	84.54	83.34	84.69
9	372	32	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	86.28	86.56	86.91	86.94	84.78	85.29	86.13	85.31	85.45	86.64	87.60	86.25	86.94	82.76	85.90	86.75	86.15	87.01	88.24	85.92	83.56	83.35	85.60	84.46	87.88	84.35
10	372	32	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	85.25	85.48	85.69	86.91	86.18	88.02	85.78	85.26	88.08	86.42	83.32	87.85	85.31	86.36	87.73	86.05	85.13	85.02	84.27	84.49	85.32	84.28	83.26	84.54	84.25	85.81
11	372	32	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	86.04	86.41	86.31	85.35	83.63	86.74	87.21	84.18	83.19	81.79	87.49	87.37	86.48	87.60	86.34	86.86	82.95	85.93	86.58	86.04	84.80	82.88	85.03	83.79	84.32	82.65
40	372	32	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	86.63	85.69	85.66	85.72	85.59	86.11	86.87	83.19	86.31	86.62	88.12	87.44	86.12	82.09	85.99	86.77	85.73	87.49	84.92	85.20	82.73	83.51	85.07	82.20	81.24	82.01
41	372	32	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	24.01	87.50	87.11	86.60	86.79	85.49	85.95	85.56	86.91	86.52	88.90	88.76	87.84	85.33	84.63	86.69	85.92	87.31	85.83	85.50	84.36	83.61	83.91	84.52	84.77	83.83
42	372	32	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	85.15	86.87	24.01	85.27	87.17	86.72	86.42	86.99	88.41	84.99	86.52	85.37	86.87	88.10	87.73	85.21	85.73	84.86	86.69	87.80	85.97	82.84	83.77	84.11	86.83	84.05
43	372	32	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	85.78	88.49	85.69	87.30	87.33	86.03	86.78	85.33	85.09	87.07	86.98	87.80	87.22	87.12	85.97	87.64	87.66	24.01	87.07	24.01	84.53	85.48	83.76	85.62	84.43	87.53
72	372	32	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	82.53	85.17	85.79	85.38	85.58	85.08	84.53	84.07	82.83	86.26	87.79	86.47	85.65	85.69	89.25	86.56	86.73	88.00	86.97	87.94	81.39	85.19	82.67	81.02	82.46	82.12
73	372	32	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.10	85.07	86.57	87.99	85.58	87.35	85.95	85.80	87.40	86.68	86.30	90.90	85.37	88.41	88.14	84.59	84.06	86.45	88.05	88.37	84.41	84.50	83.17	83.98	83.29	83.52
74	372	32	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	85.32	87.71	85.52	84.26	86.64	86.30	84.37	84.10	84.89	84.07	85.40	85.15	86.95	86.52	82.83	86.46	87.28	87.26	89.47	85.28	83.76	84.19	82.98	84.31	82.93	83.90
75	372	32	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	85.12	86.76	84.12	87.97	85.50	85.07	84.23	85.74	87.53	85.93	84.91	86.77	85.94	86.92	86.28	85.89	86.62	84.70	88.10	88.30	85.05	83.26	82.06	82.45	84.36	82.29
104	372	32	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	85.40	84.52	84.65	84.45	82.62	83.54	85.74	87.21	87.86	85.04	88.16	87.48	85.15	86.81	82.49	87.00	86.85	86.31	85.12	86.72	85.19	82.50	86.76	81.26	82.22	82.35
105	372	32	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	86.77	86.59	87.38	85.85	86.36	86.33	86.41	83.41	86.26	85.88	88.40	88.60	87.81	88.05	87.44	88.10	86.81	87.28	87.85	87.82	84.85	85.83	84.08	85.64	84.56	83.93
106	372	32	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	80.86	85.89	85.88	85.29	85.88	85.25	85.29	84.02	85.94	86.71	86.16	88.09	86.21	86.60	86.32	85.91	85.45	86.14	88.15	86.79	81.93	85.06	83.24	84.21	84.79	83.44
107	372	32	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	86.33	87.44	86.42	88.36	88.19	84.56	86.92	87.00	87.55	86.72	88.57	87.47	86.02	85.74	87.42	85.83	86.58	87.13	89.09	85.90	84.47	81.85	84.54	85.86	84.43	83.50
136	372	32	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	85.45	85.85	84.28	85.46	81.99	85.71	85.86	86.21	86.53	82.95	86.00	86.56	83.89	85.97	84.29	90.13	86.45	83.30	86.04	86.09	83.08	82.95	83.54	79.91	84.98	79.77
137	372	32	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	85.93	85.82	84.28	87.24	85.93	84.82	84.09	86.28	86.56	85.20	86.89	86.58	86.71	85.38	86.00	88.89	85.58	85.84	86.06	86.96	84.63	83.25	84.24	85.47	84.11	85.47
138	372	32	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	84.95	86.67	86.96	85.18	85.60	86.22	83.70	86.81	86.31	86.40	86.67	87.46	87.37	86.82	88.88	84.30	87.58	87.44	86.42	84.31	84.95	84.99	88.21	84.34	82.59	85.77
139	372	32	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	84.71	86.87	83.83	84.12	86.91	86.38	86.78	86.06	86.93	85.85	86.89	86.58	86.64	86.62	86.14	87.95	85.49	87.71	85.11	86.86	83.42	84.47	83.11	85.28	83.79	87.25
168	372	32	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	84.93	84.82	85.94	83.96	85.18	84.70	86.14	85.54	83.47	86.75	88.80	86.91	85.92	86.51	82.61	85.15	88.23	86.17	87.21	88.37	83.07	85.20	81.72	85.67	82.80	83.41
169	372	32	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	84.25	85.13	85.77	85.86	85.59	87.32	85.00	86.16	86.49	88.56	87.38	87.34	86.93	86.67	87.00	84.89	88.05	88.12	84.56	86.03	84.22	84.67	84.83	82.23	81.47	83.75
170	372	32	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	85.68	86.43	85.11	84.85	86.58	87.15	86.00	86.01	86.87	86.23	84.86	87.60	85.37	84.65	85.94	85.65	84.23	86.90	83.72	84.72	84.09	82.90	84.16	83.82	84.65	84.74
171	372	32	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	86.04	85.38	86.86	87.11	85.29	86.72	87.31	86.72	84.11	86.41	87.68	85.06	88.42	84.68	86.30	86.17	86.35	85.61	86.67	87.06	84.33	85.51	82.42	84.22	82.82	83.44
200	372	32	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	83.75	86.69	85.49	85.41	86.79	86.85	87.15	86.67	84.42	87.73	88.38	86.63	87.84	84.23	86.51	87.47	86.74	86.83	85.34	87.56	61.11	64.66	81.78	85.68	84.35	83.75
201	372	32	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	85.11	86.93	86.32	86.71	86.09	86.75	86.06	86.18	88.14	86.62	87.73	88.77	86.78	86.43	86.59	87.61	84.93	87.04	88.13	85.92	85.54	87.92	84.29	85.24	83.99	85.32
202	372	32	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	86.09	88.00	85.41	85.58	85.25	88.13	86.03	88.28	87.66	87.73	89.27	86.87	87.08	88.47	85.43	86.62	87.63	87.46	86.95	87.46	84.91	84.81	86.60	57.46	85.82	85.57
203	372	32	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	85.79	86.02	83.93	82.79	83.97	87.22	85.93	87.02	88.38	86.23	75.37	87.71	86.69	85.61	87.11	87.26	72.92	89.17	88.24	87.63	85.72	85.53	85.90	86.32	85.33	86.90
232	372	32	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	83.84	86.47	86.17	87.17	84.28	84.33	87.10	85.86	86.69	86.01	88.44	87.45	88.50	87.90	84.16	88.31	86.69	86.02	87.21	85.10	78.93	84.33	88.44	85.94	84.60	85.64
233	372	32	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	86.05	86.73	87.64	84.65	85.84	88.02	24.01	87.93	87.27	85.52	87.70	88.37	88.71	85.19	84.98	88.45	86.73	87.99	87.99	87.07	84.19	84.97	86.22	87.42	87.93	85.68
234	372	32	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	84.30	85.16	84.71	83.11	85.83	87.55	87.51	86.81	86.74	87.49	87.98	86.04	87.44	84.94	86.84	85.07	86.69	73.80	88.42	87.38	85.27	84.27	87.34	88.65	85.17	85.68
235	372	32	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	86.94	86.67	87.80	84.45	85.16	86.36	85.69	86.50	74.58	87.25	89.52	87.56	88.43	82.31	86.58	86.09	87.70	85.82	86.39	84.49	85.51	83.17	83.12	86.74	85.29	86.14
264	372	32	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	86.61	85.41	87.12	87.76	84.36	85.89	87.81	86.58	88.63	86.10	87.87	87.51	88.33	88.22	85.69	86.34	85.11	84.86	87.88	87.78	84.70	85.69	86.17	83.44	86.76	83.52
265	372	32	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	82.66	87.44	85.43	87.69	87.07	85.95	85.79	85.20	86.79	87.94	88.94	83.66	87.35	85.23	88.71	86.74	88.18	86.88	86.85	85.77	85.28	85.56	85.71	84.89	85.14	86.96
266	372	32	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.83	83.43	86.02	86.12	84.59	88.43	86.64	86.32	86.75	87.14	88.84	87.63	87.82	85.82	86.91	84.70	85.02	86.36	84.53	87.12	87.18	85.20	85.30	87.13	86.20	85.39
267	372	32	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	85.25	84.86	86.01	84.40	84.92	87.18	89.63	87.28	88.55	86.69	88.03	87.22	84.29	88.52	82.46	87.46	89.17	83.57	85.45	84.97	83.83	86.02	85.83	86.18	85.42	84.35
296	372	32	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	82.71	86.02	83.94	83.64	84.81	86.40	84.97	85.34	83.96	85.50	88.21	88.92	84.11	85.64	83.96	85.44	84.76	86.44	84.71	83.24	84.68	84.58	82.49	82.21	85.44	80.96
297	372	32	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	85.07	84.43	87.05	85.75	84.79	87.54	86.06	86.34	86.53	88.21	85.71	88.68	85.79	86.47	85.78	86.17	87.45	84.30	88.40	86.73	83.86	84.50	84.92	86.33	84.47	85.93
298	372	32	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	83.90	84.61	84.28	86.98	87.73	87.48	85.76	87.14	86.05	86.41	87.59	86.94	85.52	84.55	86.92	87.36	86.25	87.45	87.48	86.78	84.01	83.35	84.74	83.66	85.92	82.71
299	372	32	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	84.01	85.23	86.22	85.18	86.50	87.10	85.14	86.63	88.03	86.17	87.24	87.84	87.62	85.47	85.75	87.12	84.59	86.81	86.05	85.61	83.86	85.16	83.61	83.77	87.06	84.88
328	372	32	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	83.48	85.06	84.01	78.55	84.59	85.11	84.47	87.35	84.93	84.76	85.44	87.16	87.89	84.88	83.34	86.29	83.58	88.76	86.41	86.51	85.19	84.95	83.43	85.46	83.66	81.45
329	372	32	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	85.07	82.15	87.78	84.24	86.99	88.53	90.38	89.59	88.12	88.56	86.53	88.34	86.21	87.70	86.76	86.60	87.29	85.52	86.97	86.50	85.97	83.25	88.23	86.19	83.40	85.56
330	372	32	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.92	86.53	85.58	87.14	85.70	86.69	84.24	85.90	85.76	88.93	87.28	86.40	84.49	87.15	85.20	86.67	84.89	86.33	86.64	88.25	85.97	82.19	84.72	86.23	84.87	85.16
331	372	32	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	87.51	86.98	87.52	85.28	85.30	86.13	88.50	85.78	88.02	85.21	87.17	88.47	86.58	89.54	87.43	86.65	84.58	88.17	85.55	87.42	83.98	83.67	83.00	84.35	81.23	84.74
360	372	32	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	83.76	78.02	85.03	85.33	83.48	87.32	84.64	85.30	84.75	86.35	86.59	86.17	84.31	85.55	86.65	84.74	86.67	86.37	86.83	85.70	83.23	84.21	84.57	85.79	83.67	82.52
361	372	32	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	85.94	85.49	86.15	86.71	84.00	87.08	85.92	85.03	86.25	83.92	85.96	87.57	86.78	86.00	85.62	85.29	83.80	88.21	86.21	86.41	83.43	85.02	84.78	84.64	82.71	86.33
362	372	32	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	84.06	83.60	85.57	87.28	86.00	84.36	86.57	87.62	86.79	85.81	86.70	87.14	86.84	85.52	85.69	87.01	85.81	83.49	85.26	86.63	83.52	83.33	85.97	84.21	85.00	84.57
363	372	32	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	85.27	85.90	85.24	86.35	88.46	86.09	88.36	86.36	87.33	88.43	87.06	86.65	85.16	84.89	86.10	87.56	86.10	86.31	86.15	86.57	84.42	86.15	82.82	85.33	84.88	83.86
392	372	32	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	84.93	84.50	84.89	86.57	85.99	85.89	85.98	83.11	86.46	87.64	87.19	86.04	85.06	87.16	82.90	86.94	82.19	86.69	86.73	85.74	83.25	84.32	85.40	82.43	80.61	84.60
393	372	32	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	85.13	86.29	85.27	84.96	87.16	86.42	86.22	85.98	85.73	86.86	86.56	88.31	87.20	85.85	88.10	87.17	85.69	86.22	87.27	84.79	83.84	81.71	83.12	84.09	84.86	83.58
394	372	32	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	85.35	84.37	85.26	88.29	87.08	89.23	87.56	87.42	87.11	86.75	86.17	87.01	87.06	86.05	86.97	87.48	85.14	87.26	86.40	85.97	83.90	83.25	85.14	83.60	83.42	85.45
395	372	32	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	85.11	85.32	85.13	85.91	85.38	85.98	87.05	86.91	84.73	86.44	86.90	86.43	86.21	88.30	87.62	87.00	87.81	87.94	85.82	88.24	84.62	83.49	83.57	84.61	84.12	83.61
424	372	32	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	83.32	86.46	85.28	85.31	84.38	88.80	85.17	85.24	85.11	85.54	85.97	87.46	85.92	86.59	83.89	88.72	87.03	85.77	86.70	86.51	84.39	84.40	85.44	84.66	83.96	83.46
425	372	32	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	84.35	88.43	86.34	86.99	85.95	86.29	87.29	87.00	87.94	86.10	87.00	86.50	86.45	86.97	87.80	85.83	87.54	86.87	88.35	86.75	83.92	83.14	85.82	84.01	83.93	84.65
426	372	32	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	84.82	87.22	85.97	86.77	84.74	87.88	86.00	86.93	86.29	87.89	86.80	87.05	87.48	87.13	87.64	87.60	85.41	85.51	87.08	86.73	84.31	84.69	86.01	86.02	83.44	84.37
427	372	32	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	84.58	85.91	85.17	85.72	85.66	87.38	87.18	86.09	86.05	87.12	86.03	86.07	86.89	83.97	88.02	86.94	86.57	84.97	87.07	87.22	85.01	85.64	86.35	82.35	84.34	84.76
456	372	32	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	83.91	84.25	83.44	83.43	86.43	85.31	86.44	83.49	87.10	85.23	85.64	87.64	85.35	87.26	86.26	87.97	84.88	85.05	86.47	86.42	84.41	83.42	83.32	84.08	85.01	84.22
457	372	32	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	86.23	86.87	83.55	81.76	85.44	85.70	87.79	86.34	84.20	85.42	87.95	86.00	85.86	84.21	85.18	88.15	86.11	85.93	89.81	86.97	84.13	85.21	82.32	83.95	85.56	84.10
458	372	32	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	85.32	88.16	86.94	87.41	85.92	85.96	86.55	84.48	84.92	86.10	83.52	88.44	87.47	85.11	87.72	88.57	84.53	87.58	84.82	85.67	85.76	85.28	84.26	84.61	87.31	85.81
459	372	32	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.62	85.17	86.68	87.02	85.80	86.14	87.85	88.16	85.70	85.49	86.14	85.42	85.52	87.28	85.60	85.92	88.58	85.99	86.73	89.46	85.02	84.60	85.19	84.12	83.98	84.89
488	372	32	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	82.75	82.54	85.88	84.44	85.62	85.52	85.44	84.70	85.69	83.53	87.36	87.27	88.40	88.13	87.84	83.40	87.10	85.18	86.63	84.81	84.82	81.47	86.29	83.91	56.57	84.32
489	372	32	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	86.97	84.67	87.21	85.46	87.60	85.26	86.71	85.45	86.43	88.60	88.42	88.35	87.87	88.28	87.77	87.68	86.24	87.18	86.47	86.76	87.03	83.52	87.06	84.84	85.14	84.03
490	372	32	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	86.29	85.91	85.63	85.49	85.52	87.64	86.70	87.00	86.76	86.83	74.93	86.29	89.01	86.01	86.84	84.68	83.17	85.89	87.22	89.62	85.02	83.49	86.44	85.73	58.07	84.93
491	372	32	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	86.56	85.91	86.31	86.33	86.92	87.80	86.70	86.45	87.99	85.51	88.80	88.06	86.38	88.36	85.60	88.05	85.76	87.84	88.28	87.23	84.47	83.05	84.74	85.50	85.32	84.90
520	372	32	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	85.01	87.31	85.78	86.26	85.23	87.78	86.60	86.90	86.97	87.16	87.61	85.99	85.74	85.74	87.55	88.71	81.39	87.35	88.36	87.42	84.64	85.32	77.60	81.97	83.96	85.16
521	372	32	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.99	86.76	86.39	85.78	86.66	88.89	88.34	87.35	88.32	85.80	74.91	87.21	73.78	87.25	87.12	86.99	86.94	84.53	88.28	74.14	85.35	84.26	85.21	86.12	85.90	85.70
522	372	32	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.73	86.21	87.44	85.32	86.02	86.88	86.65	85.74	88.40	87.47	88.11	87.06	87.19	87.65	87.20	86.32	83.75	88.79	89.31	86.98	84.57	84.26	84.20	84.54	85.75	85.37
523	372	32	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	85.13	86.43	85.10	87.02	84.56	88.05	87.42	84.80	86.00	86.83	87.89	88.65	88.01	88.21	86.74	86.69	87.98	88.81	88.28	85.90	86.40	85.45	84.39	86.67	85.79	86.65
552	372	32	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	87.08	85.24	88.48	84.24	83.26	86.65	72.61	87.10	86.36	86.83	86.22	88.51	86.56	82.78	82.74	85.95	85.62	84.96	86.91	86.92	84.56	81.29	84.79	57.41	86.20	85.26
553	372	32	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	84.34	85.47	84.64	85.69	86.95	87.45	85.41	88.64	87.02	86.24	88.07	86.30	84.67	84.51	85.47	88.98	88.19	87.38	88.07	86.95	83.85	84.31	84.64	85.93	85.82	84.17
554	372	32	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	86.76	85.74	86.82	85.62	86.69	86.14	85.78	85.87	88.92	88.10	73.68	86.77	85.30	86.52	86.29	85.96	90.55	87.10	87.37	86.83	84.73	85.93	85.54	85.01	84.86	86.58
555	372	32	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	85.38	85.64	84.98	86.14	83.79	87.48	87.67	87.10	85.23	87.39	88.48	87.76	87.76	85.10	85.74	88.40	86.56	85.63	85.59	74.63	84.30	87.26	85.78	84.88	85.38	86.49
584	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.34	88.36	87.09	86.28	89.16	89.52	88.25	87.19	86.93	87.30	87.80	88.74	87.24	87.31	87.33	88.55	87.95	88.30	89.94	89.82	85.19	85.84	88.72	89.16	86.22	88.59
585	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.49	90.02	88.79	87.85	86.92	88.16	86.82	86.91	87.54	87.94	88.92	88.77	88.38	87.40	88.68	89.51	88.28	89.03	89.43	88.26	86.81	86.11	88.92	88.20	87.63	88.86
586	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	86.93	89.48	87.49	88.44	87.75	88.62	87.78	88.48	87.47	87.29	87.66	89.03	87.01	87.43	86.71	88.10	85.49	89.40	87.19	87.46	87.83	88.76	88.03	85.61	87.76	87.56
587	372	32	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.12	87.56	86.88	88.41	87.44	87.65	88.71	88.10	88.25	87.77	87.50	88.16	87.67	86.98	87.83	88.78	87.44	86.43	89.20	88.44	87.13	85.55	88.06	86.33	88.12	86.97
616	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.63	87.62	87.98	88.72	88.24	89.06	87.42	88.39	88.20	88.02	89.05	89.00	88.45	87.38	89.01	88.34	88.62	87.68	88.48	89.43	85.36	86.69	86.30	85.50	86.05	85.52
617	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.14	87.23	86.00	87.36	87.43	87.76	86.82	88.20	87.83	87.35	88.73	87.29	88.94	87.31	87.30	87.79	88.08	88.00	89.94	88.33	86.74	84.55	89.15	86.22	85.81	88.75
618	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	86.58	89.37	86.58	86.44	88.02	87.57	87.68	87.58	88.12	88.00	88.14	88.58	89.37	88.31	90.48	88.83	87.82	88.90	89.40	89.59	84.42	84.65	90.06	85.94	88.41	86.38
619	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.56	89.47	88.10	85.45	88.45	88.21	87.46	87.73	88.99	88.67	90.86	88.99	89.10	88.89	88.66	86.55	89.12	86.03	88.32	87.19	87.22	84.29	87.69	86.41	84.79	87.87
648	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	87.08	88.48	88.28	88.39	88.38	89.21	87.39	87.28	88.68	85.73	89.34	88.00	88.41	87.39	87.20	87.92	89.13	87.21	88.09	89.64	87.28	85.43	89.17	87.06	87.84	87.75
649	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.31	86.67	88.61	87.64	88.61	90.28	87.51	87.60	88.57	87.97	88.86	87.30	88.29	88.30	88.92	87.26	87.04	86.85	88.89	88.52	86.53	86.67	90.11	88.84	88.41	88.62
650	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	85.47	90.14	88.90	88.92	89.10	89.91	88.07	87.86	88.47	86.89	89.97	87.60	88.78	88.77	88.68	87.99	89.12	89.10	87.75	89.73	86.76	87.16	88.00	86.70	85.35	86.43
651	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.44	87.13	88.67	89.08	87.95	89.54	88.40	87.37	88.89	88.06	88.98	89.41	87.11	87.17	87.75	87.68	86.95	87.57	89.27	87.41	89.12	86.62	88.38	87.42	87.61	88.04
680	372	32	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	86.92	89.93	87.44	86.36	87.95	89.18	87.02	87.62	86.51	88.83	88.80	87.76	88.23	89.05	85.93	87.50	87.89	87.48	87.24	89.74	86.71	85.12	86.00	84.13	88.38	85.94
681	372	32	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	86.17	87.67	86.84	87.28	86.83	89.24	89.29	86.79	87.29	87.12	88.45	88.34	89.20	88.14	86.98	88.08	85.45	89.08	88.95	88.71	83.22	85.09	84.95	88.51	86.17	86.56
682	372	32	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	87.86	87.68	87.03	86.74	86.34	87.63	87.71	87.72	87.60	88.21	87.09	88.47	86.16	86.63	86.41	88.45	85.68	87.92	89.12	87.73	86.68	85.32	86.28	86.21	85.37	84.44
683	372	32	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.03	87.22	88.98	87.77	88.99	88.17	86.92	87.35	87.14	86.07	88.09	88.11	89.66	88.13	87.97	89.93	86.94	88.19	88.14	88.23	84.69	84.57	87.74	88.52	87.91	86.52
712	372	32	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	86.89	87.50	86.46	87.72	88.70	86.41	86.34	87.72	89.47	88.36	88.00	87.50	89.63	87.04	87.90	87.01	86.63	87.53	88.55	88.61	84.85	85.78	85.90	86.26	87.77	87.14
713	372	32	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	86.80	89.03	87.52	87.96	86.91	88.27	87.70	86.73	88.16	87.52	88.58	89.69	86.49	87.07	87.11	88.27	87.51	88.01	89.24	88.19	86.00	86.77	86.33	85.74	86.91	84.82
714	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.63	88.74	86.38	87.19	84.89	88.12	87.63	86.52	88.03	87.08	88.82	87.75	89.11	86.68	86.88	88.00	88.34	87.92	87.01	89.37	85.12	84.39	87.03	84.72	86.91	88.52
715	372	32	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	88.61	87.46	86.23	87.61	88.28	88.25	85.87	87.52	88.69	88.02	86.10	87.22	85.82	88.99	86.97	86.23	87.83	87.78	88.04	87.30	84.48	87.46	85.37	85.49	83.52	84.86
744	372	32	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	86.79	87.68	88.26	85.75	86.17	89.45	87.35	87.84	86.86	87.28	89.08	86.90	88.31	88.42	87.75	89.38	86.23	89.40	88.79	87.58	85.60	86.71	84.90	83.73	84.71	83.56
745	372	32	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	86.22	88.30	88.19	86.86	85.83	88.04	86.21	88.43	86.61	88.09	87.56	88.18	89.15	87.37	87.11	89.54	87.52	87.60	88.20	88.51	87.40	83.68	86.95	86.31	83.05	86.16
746	372	32	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	84.72	88.00	87.39	87.69	88.21	87.92	86.62	85.90	87.59	86.28	87.83	87.79	90.50	86.63	87.78	89.49	86.91	89.09	87.20	87.13	85.80	84.99	88.38	86.10	83.68	87.48
747	372	32	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	87.15	87.91	86.26	87.57	85.90	87.58	85.70	86.98	87.57	85.04	87.04	88.28	88.65	87.84	87.24	88.37	87.13	88.39	89.75	88.17	85.07	84.38	87.00	85.85	85.71	84.65
776	372	32	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	88.01	88.03	87.36	88.70	85.53	88.90	88.53	87.48	88.83	88.54	89.95	87.93	87.90	85.60	87.83	88.39	87.09	89.13	89.34	74.51	86.08	87.73	86.76	87.32	86.10	86.02
777	372	32	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	87.44	85.19	85.88	87.84	87.67	87.44	89.24	87.40	88.37	86.54	87.63	89.31	89.03	87.54	87.07	74.87	88.88	90.02	89.07	88.77	87.14	86.89	85.02	87.07	87.54	88.22
778	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	87.95	88.48	87.05	87.08	89.92	88.32	87.89	87.27	88.94	86.95	87.65	87.74	87.39	88.74	87.76	88.66	86.97	88.64	89.33	88.07	86.39	84.81	86.76	85.54	88.24	87.60
779	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.26	88.48	88.74	88.43	87.41	88.86	86.86	88.20	88.39	87.78	88.84	89.66	87.92	89.02	88.11	87.50	87.61	88.10	89.14	88.47	87.67	84.76	87.67	87.27	85.63	85.82
808	372	32	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	86.57	87.12	88.17	88.49	86.95	74.64	73.26	87.15	88.34	87.22	74.12	73.67	87.81	86.57	87.09	75.05	87.74	89.94	74.41	89.41	85.66	85.31	87.14	73.67	86.70	84.73
809	372	32	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	87.80	88.86	87.94	86.82	87.52	88.66	86.87	87.95	88.86	86.05	87.36	88.38	88.09	87.11	87.43	87.82	74.09	89.27	73.63	73.63	87.58	86.07	87.97	85.41	86.26	85.54
810	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	88.55	87.71	85.69	88.39	89.08	87.88	73.52	88.36	87.72	88.41	89.01	88.73	87.20	88.56	87.78	75.39	88.10	87.92	87.99	89.30	84.49	85.34	83.97	84.75	86.56	85.43
811	372	32	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	88.30	88.05	88.59	88.26	88.05	87.76	87.11	87.62	86.73	86.83	88.26	87.42	87.83	88.74	86.91	88.94	88.57	74.65	88.94	88.29	85.77	84.17	85.88	54.96	86.36	88.36
840	372	32	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	87.55	87.07	86.83	87.46	88.25	86.47	87.74	88.06	87.27	87.52	88.68	89.36	87.02	87.52	86.78	89.46	87.39	86.91	75.15	75.13	86.24	85.91	85.82	85.66	85.60	86.79
841	372	32	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	87.50	90.44	86.28	88.33	88.97	88.24	87.57	87.79	86.59	87.92	88.71	88.45	88.30	87.17	88.04	87.29	88.89	73.20	88.49	88.76	84.28	85.36	87.20	85.56	56.41	85.53
842	372	32	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	87.32	74.21	85.43	86.03	87.68	86.68	88.26	85.01	88.99	73.93	87.27	87.49	86.54	86.13	88.38	88.17	88.87	74.17	89.21	88.21	84.54	85.48	86.28	86.38	86.43	87.09
843	372	32	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	86.04	86.37	86.11	87.54	85.54	73.91	87.33	73.43	87.28	87.13	74.12	75.12	74.32	86.47	88.88	75.43	86.41	75.12	89.59	74.38	85.30	85.88	86.56	56.95	86.01	57.05
872	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.71	88.11	88.64	88.04	88.44	88.44	87.47	88.54	87.07	87.48	89.04	89.31	88.04	87.83	87.21	88.10	88.12	87.78	89.94	87.89	83.08	85.77	87.25	88.48	88.41	88.09
873	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.44	89.02	87.86	89.30	85.01	89.48	85.92	88.24	88.20	87.57	88.42	88.82	89.84	85.20	87.11	88.65	88.42	87.68	86.86	89.85	87.23	87.06	87.97	88.37	85.81	87.64
874	372	32	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.19	88.65	86.17	87.24	87.99	87.48	87.43	87.73	88.56	87.79	88.74	90.20	87.08	87.83	88.07	87.95	86.70	87.71	88.46	89.66	86.81	84.68	88.19	86.03	86.74	87.68
875	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.63	88.04	89.34	87.92	88.65	88.71	88.12	88.65	87.78	87.31	88.70	88.66	88.61	88.63	88.94	89.16	88.39	88.68	89.24	89.03	86.63	86.42	88.17	88.87	88.14	86.27
904	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.59	88.48	88.80	86.70	89.93	89.18	86.82	88.12	87.77	89.52	88.86	88.09	87.72	87.54	88.47	88.79	87.48	86.77	89.75	88.36	86.33	86.13	86.96	84.98	88.18	84.95
905	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.64	88.32	88.22	87.08	86.55	88.41	87.60	87.83	86.06	87.92	89.99	90.00	87.66	88.39	89.12	87.11	86.21	89.12	88.63	87.70	87.96	85.56	88.58	86.22	87.56	87.22
906	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.72	88.21	88.04	87.20	88.36	87.73	88.21	87.74	86.93	88.25	89.68	89.49	88.86	88.40	87.39	89.96	87.26	88.50	89.63	88.96	86.33	85.55	89.16	86.68	85.70	87.85
907	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.84	86.66	88.52	86.95	88.80	88.28	87.14	87.58	88.17	88.06	89.63	89.97	88.73	87.78	89.74	86.70	88.30	88.03	88.64	89.12	86.59	87.69	86.97	87.36	87.82	87.37
936	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.14	87.77	86.59	88.42	88.74	87.40	88.04	87.27	88.25	87.53	87.60	89.41	88.05	87.06	87.99	89.03	85.88	88.45	88.48	87.89	85.78	86.66	83.69	85.17	86.11	88.04
937	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.69	88.09	88.83	87.50	87.41	86.65	88.52	89.02	87.41	87.48	88.86	88.94	89.14	87.09	88.58	88.53	87.69	89.82	88.78	88.92	85.70	87.98	87.91	85.94	88.06	85.10
938	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.68	87.12	88.43	86.58	87.66	87.94	88.87	87.70	87.84	87.94	90.29	87.85	88.33	88.33	86.00	88.89	87.44	88.45	90.45	87.93	87.75	86.89	88.91	85.93	86.97	87.73
939	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	86.66	89.58	88.80	88.61	88.35	89.18	87.47	88.28	88.47	87.85	89.38	88.18	89.19	89.93	88.37	87.15	88.94	87.89	88.93	88.51	87.90	87.34	89.51	86.24	86.11	87.18
968	372	32	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	87.36	87.63	87.21	87.48	87.69	88.22	88.40	87.92	88.13	86.79	87.45	88.43	87.19	86.67	87.65	88.50	87.36	87.97	88.44	88.95	85.92	84.06	88.20	83.66	86.84	84.92
969	372	32	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	85.76	87.70	87.22	88.98	87.47	87.73	86.72	87.44	88.69	88.31	87.77	88.40	87.55	88.45	86.83	86.82	86.97	87.81	88.33	87.74	87.11	85.33	85.76	86.38	88.31	86.12
970	372	32	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	86.80	88.02	87.21	87.13	86.89	87.88	87.22	88.29	87.63	86.61	88.32	87.29	87.43	89.44	87.52	88.28	86.33	87.92	87.50	88.98	87.82	83.41	87.63	87.38	85.57	87.08
971	372	32	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	86.77	85.48	87.22	88.52	86.58	88.51	87.80	87.19	87.52	86.87	88.11	88.48	88.11	87.04	87.10	88.07	87.25	88.45	87.63	90.15	86.53	86.22	88.77	86.17	88.50	85.34
1000	372	32	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	86.17	87.64	87.43	85.27	86.42	88.00	87.67	87.13	87.28	88.19	88.01	87.81	87.96	87.85	85.85	87.96	86.76	88.33	89.00	89.35	85.52	86.39	86.50	85.38	87.49	86.12
1001	372	32	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.44	86.79	87.67	88.00	88.95	88.49	88.04	86.62	89.01	86.46	88.54	88.62	87.90	86.68	86.11	86.31	87.42	89.31	88.34	88.66	86.86	84.69	87.83	85.28	87.73	86.84
1002	372	32	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	86.54	86.94	88.08	87.21	86.70	87.92	86.45	87.39	87.43	87.92	89.26	88.72	88.23	87.93	86.01	88.30	88.34	86.42	87.37	87.11	85.41	85.83	87.08	85.56	87.66	83.12
1003	372	32	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	86.31	87.77	85.50	88.58	88.60	88.02	85.93	86.56	87.37	87.73	88.24	89.55	88.49	87.97	87.23	88.95	87.22	86.70	87.06	90.53	86.42	85.09	86.99	84.20	85.96	85.52
1032	372	32	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.65	87.60	87.38	86.72	86.68	87.00	88.83	87.00	86.40	87.43	86.89	87.33	87.23	88.55	88.06	87.11	86.89	87.73	87.22	86.59	83.75	86.06	83.13	84.21	85.79	85.39
1033	372	32	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.55	87.20	87.25	87.04	86.41	87.98	86.66	87.57	85.80	86.50	87.04	87.06	89.21	84.75	86.84	86.68	88.62	87.51	89.42	88.13	84.54	84.35	87.68	84.76	86.45	85.36
1034	372	32	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	86.11	87.66	88.33	85.60	86.53	86.36	86.37	87.24	87.97	86.93	89.38	88.74	89.15	85.97	87.59	87.24	88.63	87.46	88.78	88.19	86.70	86.45	86.36	85.41	89.01	84.71
1035	372	32	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	87.47	87.37	86.94	85.99	86.60	87.37	86.35	86.16	87.30	85.18	88.08	87.43	88.08	88.56	87.09	89.50	86.59	87.51	88.96	88.20	84.58	86.40	85.31	84.25	84.18	83.38
1064	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.37	88.46	89.29	87.84	88.79	89.12	88.00	87.65	88.41	89.77	88.98	89.57	87.04	88.66	87.71	88.27	88.42	88.67	75.25	88.30	87.65	85.50	86.67	85.22	87.10	86.76
1065	372	32	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.45	87.46	85.68	88.18	88.33	88.14	88.26	87.99	85.57	87.91	89.07	89.57	88.09	86.38	87.96	87.94	88.61	88.71	88.56	87.86	85.74	86.10	88.15	85.95	87.09	86.24
1066	372	32	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	85.77	85.73	87.28	87.37	87.21	89.39	88.50	88.55	88.61	86.18	90.01	88.41	89.09	88.45	88.06	88.66	87.49	88.60	87.49	88.35	87.66	85.83	89.25	87.09	87.28	86.97
1067	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	86.81	88.43	87.04	87.24	88.04	87.56	88.31	87.47	87.47	88.14	88.83	88.40	88.14	89.39	86.84	87.91	74.06	89.04	88.13	88.90	86.86	86.17	86.59	87.39	88.06	85.75
1096	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	88.35	88.49	87.08	88.42	87.38	88.96	86.63	87.04	88.53	88.63	74.20	88.67	87.32	88.94	87.65	86.71	87.14	88.22	74.67	87.71	85.96	85.95	85.70	86.81	87.81	85.76
1097	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	88.49	87.19	88.03	88.58	86.95	88.58	87.57	88.34	87.38	88.22	88.74	74.91	88.78	86.53	88.70	87.80	88.94	72.67	87.48	86.86	87.06	84.31	88.42	84.96	87.28	86.43
1098	372	32	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	88.28	88.29	86.42	87.54	88.97	88.93	87.32	87.23	88.24	87.24	74.16	87.79	89.31	87.60	88.22	87.75	87.08	86.45	74.21	89.22	85.80	83.96	88.67	86.45	87.10	86.11
1099	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	86.81	89.38	73.93	87.49	87.70	87.54	86.62	89.32	87.54	88.95	88.96	87.90	87.04	87.54	89.35	87.71	88.55	86.61	73.67	89.27	86.13	86.29	88.33	83.59	86.14	87.72
1128	372	32	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	86.12	87.56	86.39	87.00	87.27	87.36	88.78	88.24	86.98	88.59	73.67	74.88	89.79	87.66	55.74	87.61	87.67	89.30	88.78	88.96	85.69	86.75	82.86	85.09	85.96	55.08
1129	372	32	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	86.57	88.26	85.67	88.47	87.46	74.66	87.12	87.41	88.85	88.16	87.66	88.09	87.22	86.19	88.51	87.65	87.62	75.29	74.87	86.98	85.90	85.74	86.19	86.74	54.99	86.86
1130	372	32	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	86.67	88.55	87.84	87.76	73.50	89.34	88.35	88.07	88.74	86.59	88.65	89.31	88.28	88.10	86.44	75.34	87.47	88.10	75.60	87.58	86.64	84.93	86.13	86.70	57.22	85.92
1131	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	87.27	87.94	74.17	85.46	86.36	86.97	87.68	88.67	87.40	87.49	74.63	74.15	73.68	88.48	86.76	88.77	90.33	88.19	86.57	73.80	86.96	84.12	87.73	86.13	85.42	83.76

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
8	372	32	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	91.26	88.18	91.11	91.55	90.25	89.17	88.88	84.72	85.73	88.53	89.96	87.82	91.21	91.36	85.46	90.63	86.07	90.94	90.46	89.17	89.89	88.74	86.99	89.09	90.31	88.10
9	372	32	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	93.92	91.14	92.47	88.49	86.18	89.87	89.69	90.38	90.55	89.56	88.82	89.48	90.65	86.01	88.61	90.70	88.23	90.55	92.59	90.56	89.11	87.59	92.67	89.23	91.36	89.12
10	372	32	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	91.72	89.90	92.97	90.29	91.43	91.49	90.43	88.62	93.98	90.01	87.93	90.03	89.87	90.84	89.86	91.90	89.11	87.98	90.87	88.24	92.36	88.94	90.22	89.53	90.02	91.00
11	372	32	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	92.56	91.36	90.49	90.66	89.20	89.69	91.63	88.20	89.12	86.66	91.25	89.00	90.80	91.56	88.46	89.70	87.63	89.60	91.87	90.42	90.56	89.25	91.87	89.72	90.47	87.21
40	372	32	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	91.06	89.21	92.08	88.65	89.63	88.35	90.59	87.74	88.55	90.76	89.06	90.33	88.67	88.51	88.45	90.74	88.96	91.14	87.51	90.42	87.52	88.96	91.56	89.60	88.50	85.40
41	372	32	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	24.42	91.18	93.80	89.63	91.77	88.05	90.07	89.23	91.49	91.82	92.73	90.52	93.24	91.08	88.70	91.92	91.68	92.22	89.53	89.20	90.46	93.64	90.15	92.58	89.55	89.98
42	372	32	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	91.68	87.40	24.42	89.31	91.75	90.50	89.78	91.56	92.73	88.03	88.91	87.82	90.93	89.45	89.62	88.34	93.20	89.30	91.43	92.51	90.96	90.35	89.35	89.21	90.43	89.73
43	372	32	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	91.36	92.71	91.42	89.52	93.25	90.35	90.00	91.87	89.96	92.36	91.15	91.39	91.50	90.64	88.44	91.36	91.44	24.42	91.79	24.42	90.86	91.06	91.57	91.63	91.26	92.32
72	372	32	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	89.83	89.06	91.79	89.54	90.88	87.63	90.95	89.39	84.92	90.86	91.46	89.74	92.09	90.44	90.44	92.78	89.36	91.47	91.38	91.98	88.49	89.49	89.20	87.32	88.16	87.69
73	372	32	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	90.99	88.78	90.44	92.27	89.26	89.56	89.78	90.27	90.37	90.85	89.14	91.93	92.19	92.69	92.56	89.40	88.04	89.86	91.44	89.49	89.17	89.00	89.92	88.71	89.27	90.27
74	372	32	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	90.38	92.11	90.38	88.96	91.96	89.97	89.71	87.99	88.17	88.31	88.88	89.95	91.65	89.31	86.33	89.87	91.60	91.62	92.29	89.72	90.11	89.96	89.32	89.35	89.43	88.49
75	372	32	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	88.12	93.90	90.40	93.16	90.83	89.11	90.44	90.64	92.58	91.79	89.03	89.30	92.17	91.93	90.90	91.68	90.80	92.51	92.15	92.69	91.14	89.16	87.20	88.65	89.53	87.47
104	372	32	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	89.91	89.26	90.45	89.05	87.91	88.92	91.06	90.50	91.70	88.21	91.87	90.59	91.13	90.94	88.01	89.95	90.17	90.35	89.98	90.18	91.25	89.05	91.93	87.87	89.09	87.15
105	372	32	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.86	90.44	91.02	91.58	92.83	90.77	92.28	88.43	89.57	90.62	91.78	89.63	92.48	91.60	89.45	90.82	91.25	90.79	89.06	91.54	90.45	91.78	92.38	90.09	89.61	89.75
106	372	32	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	85.04	90.78	90.53	88.65	91.14	87.40	91.97	89.79	90.05	90.67	89.93	92.24	90.57	89.76	90.50	91.43	90.34	90.03	89.93	90.08	88.90	91.05	89.80	89.13	90.77	88.63
107	372	32	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	91.83	91.03	90.08	90.46	91.92	87.85	92.60	92.87	91.69	89.49	90.04	90.89	89.73	89.99	91.93	91.77	91.53	88.34	91.18	89.49	91.03	87.68	91.95	93.61	90.15	89.37
136	372	32	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	90.65	89.26	89.86	88.64	88.75	87.87	91.44	90.88	91.73	88.40	91.26	90.41	88.14	89.14	88.87	94.07	93.28	89.28	91.01	89.49	88.67	90.35	89.77	83.58	88.66	86.24
137	372	32	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	92.37	90.59	89.37	90.65	90.77	88.84	90.20	90.87	90.38	90.19	90.63	91.17	90.18	89.52	89.52	90.06	89.48	89.45	89.10	89.27	90.71	89.10	91.05	91.18	89.01	89.64
138	372	32	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	91.06	90.31	91.50	90.98	91.48	88.45	88.79	88.81	91.62	88.62	89.19	90.88	92.82	91.50	92.07	90.14	90.71	92.15	90.29	89.93	90.51	91.66	93.31	89.08	88.26	89.23
139	372	32	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	91.86	91.06	90.41	88.56	92.88	88.58	91.24	90.66	90.09	90.54	90.24	88.26	92.02	91.12	87.86	89.24	89.57	91.61	89.79	91.46	89.91	90.45	88.86	89.84	89.18	91.08
168	372	32	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	88.90	89.52	90.60	88.43	91.77	87.05	90.68	91.94	89.70	89.60	90.67	90.27	89.42	91.52	87.20	89.86	90.74	88.72	92.93	89.06	90.42	91.17	90.53	89.01	88.42	90.00
169	372	32	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.41	90.36	90.32	90.02	91.14	89.54	87.50	90.40	89.01	91.02	90.58	89.37	91.97	90.50	90.96	90.71	92.78	91.45	88.30	89.69	89.90	91.12	90.57	87.80	87.75	89.26
170	372	32	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.80	92.50	89.88	90.41	91.81	91.05	89.26	90.25	90.36	91.13	88.33	92.66	92.08	89.91	89.08	90.57	89.11	91.00	86.79	90.62	91.98	88.73	89.84	89.35	89.52	88.37
171	372	32	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	89.92	90.30	92.65	91.24	89.61	91.32	90.90	91.71	90.43	91.29	89.85	89.01	90.82	90.30	90.40	91.26	90.07	90.57	91.27	91.93	90.79	90.62	91.19	90.19	88.22	90.20
200	372	32	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	89.31	89.64	90.82	89.11	91.08	89.41	89.57	90.75	89.53	92.68	91.91	88.92	90.80	88.59	89.85	91.59	91.46	89.22	89.99	89.69	63.01	65.86	89.36	90.72	88.99	89.96
201	372	32	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	90.63	89.13	90.44	91.52	89.47	91.64	90.47	88.84	92.75	90.77	90.09	92.16	90.00	89.48	89.68	90.58	89.73	91.35	90.75	87.55	89.82	88.57	90.86	90.38	91.92	90.46
202	372	32	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	90.64	92.91	90.96	91.22	89.03	91.87	91.17	91.10	91.74	92.36	91.84	91.90	93.46	91.83	88.53	92.76	90.88	91.80	88.96	89.08	91.48	88.87	88.51	61.96	91.84	90.09
203	372	32	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	92.04	92.17	90.61	85.25	90.63	90.89	90.29	91.46	92.20	89.26	70.34	90.85	92.22	89.35	90.07	89.37	69.50	91.24	90.46	91.27	92.65	91.09	91.14	90.38	90.86	92.08
232	372	32	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	91.08	91.72	88.53	90.78	91.11	87.27	91.86	90.17	90.77	91.13	88.79	91.32	92.53	92.41	85.80	91.74	90.60	91.22	89.34	89.36	82.64	90.04	90.90	86.84	88.98	90.46
233	372	32	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	91.01	90.04	94.44	87.63	91.16	91.12	24.42	91.53	90.44	91.03	89.94	90.15	92.12	91.28	86.30	93.11	91.71	91.58	90.72	89.79	90.85	91.79	89.22	91.52	92.45	87.83
234	372	32	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	90.47	90.10	90.96	88.68	89.92	88.78	89.47	91.13	91.33	90.54	93.16	88.35	89.75	89.81	88.38	88.71	90.20	71.46	92.87	89.19	91.01	89.56	91.62	89.96	91.89	90.71
235	372	32	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	90.79	90.59	93.24	87.88	88.79	89.53	90.13	90.76	71.36	91.13	91.20	90.68	92.27	83.18	90.46	90.65	91.16	89.44	88.72	86.93	90.08	90.29	88.51	92.56	91.68	92.60
264	372	32	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	90.94	92.85	90.40	89.34	90.69	88.51	90.83	92.22	91.52	89.96	89.07	91.50	91.38	91.78	87.88	90.80	89.06	90.47	89.16	89.68	91.13	90.86	91.25	90.25	90.97	90.09
265	372	32	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	88.35	91.88	92.08	91.80	92.17	89.61	90.14	88.39	91.59	94.07	92.07	87.08	93.42	89.59	92.14	91.21	93.05	90.69	91.30	90.25	90.27	91.62	90.88	92.27	89.90	87.85
266	372	32	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	90.64	87.87	91.51	90.88	87.97	90.84	90.85	90.34	93.44	90.73	90.09	91.08	94.02	90.65	88.12	89.10	90.17	92.82	89.48	90.50	89.83	91.65	89.99	90.98	91.24	91.06
267	372	32	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	92.12	88.91	91.08	86.76	88.64	90.63	91.99	92.21	93.52	91.51	89.77	90.44	90.05	92.59	86.98	91.28	91.29	88.17	89.65	88.96	88.72	91.29	92.02	90.86	88.92	86.64
296	372	32	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	88.30	89.82	89.39	90.10	91.63	90.00	89.87	88.87	88.38	91.25	88.08	91.49	88.32	89.64	90.02	89.63	89.75	89.39	89.42	87.11	91.47	91.40	90.94	89.16	90.49	89.02
297	372	32	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	90.51	89.08	93.65	90.99	88.30	88.56	89.58	90.12	89.94	90.88	90.09	92.52	91.56	90.70	89.46	88.74	89.42	88.61	91.87	90.41	89.46	89.72	92.29	90.72	89.17	92.17
298	372	32	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.13	88.98	90.67	90.31	91.28	89.09	90.29	92.02	88.59	91.04	90.34	87.83	91.14	90.10	88.62	90.48	90.72	91.14	90.49	89.23	92.27	89.53	90.78	88.65	90.04	87.49
299	372	32	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	89.13	88.29	91.02	88.47	90.95	90.38	86.61	89.04	90.71	90.40	89.76	91.51	87.83	87.52	88.27	91.22	90.45	89.38	88.76	88.50	89.64	89.22	88.02	88.85	91.73	88.52
328	372	32	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	89.16	89.60	90.10	80.26	89.86	88.21	89.41	90.73	91.06	89.46	89.51	89.70	93.90	90.82	86.45	89.67	88.42	92.64	91.44	89.94	92.19	90.33	89.15	87.91	89.64	88.00
329	372	32	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	90.87	87.74	90.98	87.79	92.67	92.47	91.77	91.59	88.91	90.69	90.49	91.55	91.15	90.01	90.59	90.80	92.79	89.50	89.96	87.37	90.42	89.95	94.16	90.89	89.03	89.41
330	372	32	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	90.33	90.64	89.76	90.17	89.18	88.94	89.25	89.08	90.93	91.47	92.20	88.66	90.10	91.80	89.14	90.85	90.24	92.08	90.24	90.74	91.00	88.21	90.31	90.50	91.04	88.14
331	372	32	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	91.79	90.31	91.40	89.90	89.00	90.42	92.21	89.47	92.69	91.32	91.47	91.76	91.30	92.75	90.41	91.87	89.78	92.43	88.75	92.86	91.10	91.17	89.89	88.40	86.29	88.93
360	372	32	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	89.47	83.68	89.40	88.68	88.81	89.36	90.50	89.38	89.96	90.93	90.32	89.27	89.70	89.94	87.22	90.36	91.70	90.90	91.21	89.11	90.07	89.36	90.98	90.38	89.89	89.01
361	372	32	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	92.08	91.23	91.08	90.20	91.14	88.73	90.11	89.27	90.47	88.81	89.27	91.64	91.46	90.19	89.87	92.40	89.28	90.66	92.11	92.56	89.94	92.32	90.31	88.62	89.74	92.30
362	372	32	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	90.90	90.63	90.70	89.73	91.62	86.97	91.39	92.78	90.39	90.34	90.06	92.44	90.39	91.19	89.54	90.69	91.70	87.37	89.50	88.41	90.28	88.88	92.06	90.43	89.50	88.30
363	372	32	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	90.10	90.84	88.13	89.25	91.56	89.00	92.71	92.59	90.42	92.45	88.69	89.07	88.81	90.00	89.44	92.04	92.01	91.19	87.83	90.26	89.47	91.96	88.96	89.64	89.50	88.92
392	372	32	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	89.38	90.74	92.48	89.99	91.51	89.13	89.63	89.43	89.46	89.70	90.35	89.32	90.00	92.30	87.94	90.94	88.76	89.61	92.08	91.72	89.04	89.68	90.74	88.03	88.52	88.79
393	372	32	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	91.76	91.04	90.82	89.77	92.29	89.96	90.65	90.62	91.50	89.95	89.93	91.18	91.03	90.42	91.54	91.79	88.93	90.64	90.82	87.64	89.79	87.78	90.15	90.37	90.19	89.45
394	372	32	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	90.31	89.76	88.97	93.18	90.16	91.67	92.57	91.50	91.39	91.14	89.45	90.70	91.31	90.95	90.99	91.50	90.34	91.64	90.99	88.72	89.75	88.94	89.26	90.09	88.69	90.11
395	372	32	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	89.53	89.35	91.75	91.49	89.68	89.59	89.03	88.45	89.06	90.96	91.05	91.43	92.50	90.17	90.18	90.52	90.93	90.74	88.25	91.57	89.94	91.59	87.44	89.08	88.27	88.03
424	372	32	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	90.39	90.99	91.50	91.33	87.26	91.85	89.64	90.45	88.92	88.91	90.44	89.79	89.94	89.58	88.16	92.06	93.48	88.47	89.06	90.66	90.59	89.46	90.15	89.75	88.09	88.51
425	372	32	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	89.22	90.43	91.85	91.36	90.18	88.53	92.51	89.58	90.81	91.77	91.23	88.81	91.25	92.27	91.20	90.74	90.36	90.54	90.12	92.76	92.06	89.45	90.56	90.92	89.87	90.66
426	372	32	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	89.84	92.54	91.22	90.89	87.90	89.91	90.78	90.75	89.74	92.26	88.87	90.59	91.28	91.20	89.74	91.50	91.57	88.76	89.46	90.14	90.21	90.84	89.89	91.76	90.07	88.72
427	372	32	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	91.03	90.92	90.34	89.30	91.37	91.93	91.81	91.57	90.67	92.68	91.01	90.79	91.27	89.81	89.98	90.55	89.65	91.39	91.23	91.43	90.37	90.24	92.60	88.14	91.95	90.97
456	372	32	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	88.71	91.09	88.99	89.17	92.66	88.88	89.59	89.61	90.04	91.26	89.54	90.00	92.71	91.39	89.60	91.34	91.40	92.21	90.72	91.31	91.03	90.18	88.43	88.37	91.22	88.11
457	372	32	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	90.58	90.65	89.25	86.95	91.62	89.87	91.66	88.88	88.80	91.78	91.95	89.21	89.74	89.81	89.91	90.98	93.08	89.21	93.72	90.07	91.14	90.40	88.66	89.72	89.88	90.30
458	372	32	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	92.58	90.61	91.44	93.04	92.11	89.23	90.82	89.28	91.52	90.54	89.42	89.84	91.87	90.68	91.39	92.44	88.96	90.55	88.86	91.26	91.07	90.71	89.63	88.68	91.80	90.86
459	372	32	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	89.62	89.28	90.51	90.93	90.43	88.67	90.85	89.22	90.93	91.92	89.18	87.92	91.20	91.48	90.17	91.33	91.74	91.76	91.43	92.51	92.22	90.80	90.77	90.53	90.56	90.31
488	372	32	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	86.48	87.84	90.51	88.40	91.97	89.70	90.51	90.03	89.38	87.68	89.71	88.96	92.74	91.18	91.47	89.22	92.36	90.94	89.76	90.74	92.32	88.36	93.06	92.28	61.66	90.25
489	372	32	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	92.53	89.01	89.80	88.77	92.90	88.72	91.59	89.48	92.01	91.93	90.67	92.87	93.62	93.12	91.79	92.53	90.03	92.40	90.68	92.17	90.53	89.36	91.65	88.80	92.99	91.57
490	372	32	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	92.80	89.67	86.83	89.24	91.89	90.91	90.31	91.10	91.44	89.38	70.71	88.98	93.53	92.11	90.59	88.36	86.55	89.24	90.54	92.71	90.30	89.31	90.03	90.58	62.73	90.67
491	372	32	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	92.54	90.47	90.56	92.65	92.58	91.73	92.44	91.77	90.34	89.72	90.32	92.40	89.82	93.19	87.64	91.93	90.09	91.78	90.97	91.26	91.37	87.32	90.39	91.68	90.94	91.24
520	372	32	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	89.42	89.57	90.43	90.75	91.76	89.93	91.16	91.40	91.52	92.45	89.70	89.33	89.29	90.50	88.03	91.07	87.67	89.40	90.97	89.58	90.01	91.82	79.92	84.41	87.15	89.97
521	372	32	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	92.10	90.03	93.11	89.16	93.90	90.33	91.31	90.32	91.52	90.95	70.49	89.82	70.09	90.93	90.87	90.98	89.95	88.87	91.09	69.66	91.26	89.48	91.57	91.29	92.00	91.56
522	372	32	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	93.53	88.50	93.76	89.03	91.75	87.99	89.75	89.12	92.11	91.92	90.93	89.16	92.71	91.73	92.21	91.11	89.25	90.63	91.40	89.60	91.07	90.14	91.45	90.28	89.34	89.00
523	372	32	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	90.73	90.03	92.21	91.33	90.23	89.54	91.52	90.06	88.28	90.56	91.49	90.48	90.14	91.46	87.31	87.18	90.56	91.61	91.84	91.19	91.79	92.19	90.56	89.48	91.53	90.98
552	372	32	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	90.55	87.63	93.51	89.44	88.01	90.91	69.12	90.09	91.09	91.75	88.79	87.86	92.32	88.20	88.18	90.43	88.50	88.96	88.75	87.52	90.09	88.71	90.71	61.72	91.86	90.63
553	372	32	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	89.98	92.42	90.59	87.43	92.04	93.04	88.93	91.30	91.94	90.33	90.86	90.40	90.08	89.07	89.70	93.45	91.58	91.08	90.55	89.09	91.75	88.17	90.96	90.67	91.57	90.05
554	372	32	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	90.87	90.13	90.32	89.72	92.44	88.52	90.40	91.11	92.30	93.52	70.20	89.91	89.14	93.11	89.94	91.48	93.20	91.37	91.71	89.63	90.45	89.03	91.31	89.52	88.78	92.75
555	372	32	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	90.31	89.78	91.25	89.88	85.67	89.72	87.08	91.72	90.05	89.39	91.66	87.02	91.08	88.97	85.49	92.33	92.05	87.36	90.19	69.20	90.38	91.41	88.51	90.25	89.70	88.10
584	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.35	89.90	89.76	87.88	89.87	88.61	90.57	88.44	89.83	87.72	90.41	88.61	90.30	90.05	86.28	90.89	88.77	91.12	88.99	90.74	88.39	90.37	93.16	91.00	88.23	89.08
585	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.07	90.06	90.57	91.24	88.23	88.36	89.18	88.19	88.68	87.50	90.47	88.60	90.41	88.27	89.68	90.30	90.81	89.56	90.89	90.37	88.80	89.45	90.59	89.67	88.86	89.67
586	372	32	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	87.97	91.02	90.76	89.43	88.37	87.33	88.48	86.87	89.73	90.62	89.89	90.16	86.69	87.61	87.76	89.10	86.59	90.51	90.21	87.27	89.98	88.59	90.20	89.16	90.82	89.57
587	372	32	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.14	88.83	89.42	89.43	89.99	87.90	90.33	88.47	88.48	89.16	88.34	88.05	88.66	88.19	88.09	86.92	90.50	89.00	91.82	89.84	91.17	89.86	88.54	89.71	91.04	88.56
616	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.23	89.54	93.05	89.68	88.93	89.72	88.59	89.96	90.65	90.76	89.09	87.96	90.39	89.52	90.36	90.94	90.79	91.54	92.11	89.13	88.92	87.93	88.50	89.80	88.25	90.38
617	372	32	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.84	87.13	90.60	90.68	91.32	90.36	88.32	89.32	89.45	90.72	91.03	87.28	90.46	90.53	89.01	90.04	90.59	89.74	90.61	91.37	91.28	87.84	92.13	89.60	89.29	90.46
618	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	87.97	89.62	91.30	88.61	90.83	88.26	88.21	90.55	89.59	90.38	89.33	88.97	91.71	89.95	92.08	88.30	91.32	91.20	92.92	89.28	87.47	90.35	92.27	86.77	92.03	87.66
619	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.73	92.76	92.13	88.90	91.28	90.44	87.60	88.41	90.86	89.20	92.76	89.52	89.81	91.04	91.23	90.95	91.60	91.13	89.07	90.39	90.80	88.87	92.58	90.24	88.87	91.53
648	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.91	91.88	92.52	91.28	91.89	92.05	90.52	89.30	89.90	89.06	90.11	88.00	93.04	90.93	88.70	91.36	90.91	90.22	90.51	92.17	91.02	90.25	94.31	89.55	90.33	90.53
649	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.80	91.51	91.40	90.80	91.86	91.04	88.53	90.44	90.35	90.35	88.65	90.05	89.69	89.85	88.95	91.72	88.65	89.33	92.66	91.85	90.26	90.35	91.89	91.67	92.05	90.27
650	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.09	91.69	91.63	91.25	90.48	90.68	90.83	89.54	89.76	91.03	91.70	90.26	89.33	91.17	92.28	90.45	90.25	89.94	89.53	90.30	90.88	89.80	92.12	90.63	88.81	91.09
651	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.27	89.67	91.42	92.28	91.65	90.88	91.00	90.44	91.32	88.91	92.04	89.71	89.72	89.16	90.54	91.09	90.11	86.16	91.40	90.09	90.82	90.08	91.89	90.98	89.50	90.56
680	372	32	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	88.12	91.97	90.55	88.56	87.18	90.55	89.38	88.55	88.61	88.17	89.55	88.84	87.85	89.68	87.83	90.93	89.82	89.65	87.42	92.51	90.08	87.31	89.58	88.20	88.48	88.11
681	372	32	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	87.24	88.81	91.31	90.53	89.42	86.68	90.27	88.72	88.33	88.60	89.44	88.50	89.43	90.29	88.64	90.90	87.89	89.77	90.02	89.35	87.48	87.19	89.16	90.34	90.24	88.32
682	372	32	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.39	89.40	88.01	87.39	88.98	87.88	91.22	90.97	88.34	88.51	87.82	87.89	87.51	88.72	90.11	88.85	86.76	89.74	91.04	86.17	89.86	86.64	88.17	88.77	86.77	88.23
683	372	32	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.38	89.31	89.23	89.75	90.51	85.28	88.72	87.28	90.16	87.27	89.90	89.38	91.52	91.28	90.91	91.06	90.85	90.87	90.51	88.01	87.77	88.42	91.28	90.92	90.07	87.03
712	372	32	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.76	90.27	90.92	89.61	92.00	89.00	88.59	88.31	90.19	91.06	89.94	90.18	91.17	90.52	90.48	90.52	91.60	91.31	91.01	90.22	88.38	89.98	90.44	90.60	91.88	89.32
713	372	32	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.63	91.71	90.22	89.55	92.05	89.87	90.42	89.77	88.72	90.03	90.16	90.78	88.37	90.75	88.04	90.61	90.29	89.70	91.11	90.90	89.46	89.93	90.58	89.80	90.90	86.09
714	372	32	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.57	91.34	92.70	89.83	89.29	89.15	90.33	88.25	88.91	89.70	91.51	86.96	89.13	89.12	87.13	91.77	90.55	90.48	88.75	90.90	88.85	88.50	90.59	90.06	89.10	91.27
715	372	32	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.69	90.14	91.91	87.95	90.30	88.41	89.01	90.11	90.50	90.63	89.98	87.24	90.67	90.12	87.92	90.31	91.47	88.15	90.09	88.82	89.72	90.07	88.63	89.08	86.67	86.18
744	372	32	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	89.59	90.84	92.54	89.81	89.28	92.48	89.12	89.31	89.26	91.45	89.86	89.66	89.76	90.48	89.85	89.82	90.53	90.51	90.64	88.94	89.89	90.57	90.13	87.81	89.63	88.18
745	372	32	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.23	92.01	90.32	88.17	90.22	89.04	89.32	91.39	89.79	90.16	87.71	89.63	90.05	90.78	88.81	90.50	91.48	88.75	89.78	91.27	91.16	89.49	90.74	88.22	87.25	91.82
746	372	32	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	88.82	92.46	91.01	89.98	91.65	90.06	89.70	89.27	90.48	88.81	90.85	88.20	90.35	90.06	90.32	90.39	92.22	91.67	90.14	89.81	91.33	89.10	92.10	89.37	88.24	89.72
747	372	32	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	90.36	92.49	91.47	89.45	89.89	89.78	88.72	89.98	88.94	87.70	90.86	89.11	90.24	91.65	89.91	90.43	89.53	88.22	92.67	92.19	87.85	90.14	91.45	90.27	90.40	86.51
776	372	32	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	87.70	90.81	89.24	90.10	87.46	89.26	90.27	87.22	89.74	89.54	89.40	88.18	90.40	88.71	87.69	89.00	90.63	90.06	89.05	68.40	86.57	87.76	88.98	89.24	88.30	88.74
777	372	32	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	90.04	87.41	88.77	89.62	89.88	88.80	90.29	87.39	89.56	87.80	88.54	88.45	90.03	87.93	88.60	70.42	92.68	90.60	89.44	88.32	90.26	90.46	87.70	89.79	91.27	89.56
778	372	32	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	91.88	92.38	93.13	87.94	91.73	89.03	89.15	88.59	90.59	90.40	89.33	89.08	90.49	91.29	88.18	89.78	86.30	91.72	91.92	89.01	89.65	88.47	91.59	88.94	91.51	89.18
779	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.01	92.24	90.53	89.50	88.33	89.11	90.81	87.76	89.72	90.01	90.72	89.71	91.18	91.03	89.09	90.79	88.70	89.55	90.57	89.42	90.17	89.03	91.76	91.88	90.55	88.56
808	372	32	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	90.64	88.78	91.29	90.71	92.65	69.01	68.93	89.16	89.52	90.97	69.02	69.77	91.97	91.34	89.43	70.38	89.85	92.22	69.53	90.55	90.28	88.96	89.82	75.47	90.09	86.70
809	372	32	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	91.32	91.54	92.26	88.46	92.44	90.25	90.53	91.38	92.09	88.86	89.54	90.03	90.73	90.47	90.35	90.09	70.40	92.51	67.92	69.42	89.27	89.61	89.09	90.90	89.87	91.25
810	372	32	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	90.63	92.34	88.10	90.88	90.98	87.36	69.69	87.23	89.67	90.55	89.32	89.13	90.04	90.85	88.27	70.93	90.39	92.85	90.22	91.37	90.94	90.83	87.45	88.57	88.64	88.52
811	372	32	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	91.51	93.00	92.39	90.76	92.51	89.13	90.31	89.87	89.12	88.58	91.34	89.17	91.01	91.08	87.49	91.90	90.30	68.93	90.39	90.45	91.60	88.93	91.41	59.97	90.24	90.58
840	372	32	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	89.90	89.06	90.48	91.94	91.81	88.17	89.38	91.05	91.94	91.14	89.04	90.87	89.08	89.84	89.79	92.49	90.50	88.36	70.25	69.28	89.89	90.24	90.25	90.59	90.37	90.90
841	372	32	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	90.11	91.70	89.95	90.25	91.49	89.03	90.72	90.44	90.80	91.93	89.56	90.55	91.47	88.33	89.96	91.66	90.04	68.21	91.04	89.94	88.85	91.46	90.65	89.67	61.95	89.68
842	372	32	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	91.41	69.50	89.15	88.86	91.24	86.24	91.11	89.03	92.25	70.14	91.15	88.72	91.05	90.64	90.30	90.19	89.45	69.95	91.13	88.06	90.51	88.49	91.17	92.12	90.63	90.78
843	372	32	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	91.41	90.59	90.77	90.01	88.53	69.46	89.54	69.43	91.41	88.81	69.01	69.26	68.65	90.20	91.70	70.03	88.67	68.94	88.49	68.76	88.86	90.67	91.66	62.06	89.64	62.21
872	372	32	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	86.60	88.50	91.77	91.49	87.70	88.33	90.52	91.30	89.18	90.21	88.82	89.08	89.09	91.05	90.09	88.96	88.46	90.44	91.80	86.04	87.23	86.39	91.32	90.25	91.24	88.75
873	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.79	92.02	91.52	88.76	88.09	87.47	87.41	89.62	87.14	89.98	87.76	90.64	89.94	87.83	88.08	89.88	91.39	89.26	89.12	89.96	89.81	88.46	90.39	90.22	89.84	87.80
874	372	32	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.12	88.40	87.06	89.55	86.68	87.51	88.96	86.88	88.39	88.10	88.16	89.07	88.04	87.72	87.88	86.74	89.10	88.29	89.36	89.55	86.20	87.68	89.39	87.38	87.56	87.59
875	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.89	90.83	89.82	89.47	90.31	86.79	89.02	88.42	89.24	88.84	90.62	87.25	89.60	91.83	90.58	90.56	93.11	90.82	91.00	89.43	88.72	88.53	90.48	90.81	90.27	87.72
904	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.73	89.60	92.31	87.55	88.98	89.79	88.95	90.24	88.77	92.79	87.86	88.99	90.25	91.05	91.70	90.85	90.59	90.19	92.31	90.38	91.09	90.39	91.43	88.82	92.30	89.50
905	372	32	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.88	91.03	90.55	89.46	91.27	89.24	90.95	89.85	89.36	89.83	92.75	92.07	90.95	93.10	90.73	91.25	89.11	92.91	91.97	90.00	89.13	87.98	92.79	89.66	90.90	90.24
906	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.08	89.88	90.15	89.17	91.07	88.21	92.28	89.34	88.56	90.69	92.36	90.95	89.27	89.56	89.64	91.59	91.60	91.70	90.60	88.05	88.81	89.19	91.76	90.23	89.53	90.63
907	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.05	90.48	91.41	87.70	89.10	88.75	88.42	89.63	89.92	90.28	90.57	90.83	90.49	90.88	88.83	89.25	91.00	91.12	91.43	90.26	90.79	89.48	92.40	90.88	91.46	90.94
936	372	32	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	91.02	91.53	91.79	90.23	91.60	89.40	90.70	87.54	90.81	88.64	92.01	90.23	91.41	90.80	89.79	91.90	89.22	91.01	92.07	90.63	89.91	89.75	90.85	89.84	89.19	90.57
937	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.02	90.93	91.30	90.41	91.33	91.39	91.54	90.68	88.79	88.03	92.38	91.42	91.39	90.42	90.15	91.28	91.56	93.68	91.50	89.42	89.95	91.77	90.98	90.84	89.67	87.08
938	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	92.31	92.39	91.98	88.78	88.07	91.30	90.14	90.78	90.44	90.25	93.25	89.87	89.64	92.07	89.05	91.76	88.98	91.00	92.07	91.92	92.10	90.08	93.52	89.52	91.27	90.83
939	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.43	91.83	92.26	91.07	91.40	92.68	90.87	90.39	90.49	89.64	91.37	90.75	91.08	91.80	89.56	90.02	92.10	90.52	92.28	91.78	93.10	90.43	92.29	89.19	89.90	91.48
968	372	32	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.77	84.98	89.25	88.85	88.18	89.24	88.62	89.01	88.11	87.61	90.41	87.59	87.81	90.05	87.84	90.89	89.54	87.93	88.51	88.02	88.05	85.73	91.82	86.64	88.19	88.43
969	372	32	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	87.67	88.76	88.91	89.35	87.92	86.39	86.97	88.76	90.70	89.84	91.81	87.64	89.01	90.22	88.36	88.63	91.73	88.25	90.81	88.55	91.57	87.44	89.83	88.63	89.29	88.51
970	372	32	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.15	92.23	86.14	88.11	89.09	87.80	88.06	88.11	90.63	87.84	89.79	89.72	90.33	90.82	84.92	89.30	90.17	90.05	87.85	90.32	91.05	88.27	88.86	90.17	87.28	86.39
971	372	32	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	87.96	87.35	91.72	89.31	87.44	88.96	88.94	87.43	85.55	87.75	88.88	90.26	89.83	90.08	89.19	90.59	88.95	90.55	88.71	90.47	89.16	87.65	92.64	89.70	87.97	87.29
1000	372	32	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.12	89.31	89.08	88.13	90.02	89.06	90.10	88.85	88.26	88.61	90.56	89.81	90.50	90.01	89.98	90.11	90.39	90.79	92.28	89.99	88.67	90.05	91.11	88.07	87.75	88.06
1001	372	32	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.97	89.86	91.50	89.45	93.04	88.66	89.50	88.14	90.58	90.70	91.93	87.38	89.32	88.75	89.02	87.86	91.73	91.48	92.99	87.36	90.23	88.60	91.15	88.91	89.46	89.87
1002	372	32	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.85	88.98	92.27	89.68	89.61	87.71	88.17	89.88	89.54	90.47	90.54	89.79	89.80	89.84	87.45	90.14	92.29	90.90	91.48	88.88	89.80	86.87	89.99	89.71	88.34	86.67
1003	372	32	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	90.80	92.04	89.92	90.14	89.10	87.24	89.05	89.13	90.56	90.91	90.94	89.61	89.67	90.05	89.53	89.60	89.72	90.81	89.83	91.26	90.20	88.06	91.66	86.96	85.49	89.11
1032	372	32	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	93.05	93.31	93.20	88.85	89.69	89.79	92.28	89.55	88.68	90.15	90.36	88.73	89.01	90.76	89.83	89.53	90.51	89.87	90.69	90.49	89.66	90.13	90.84	88.64	90.31	87.25
1033	372	32	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	89.92	90.66	89.68	88.68	89.25	90.09	91.33	91.25	88.63	89.32	90.55	89.55	92.18	89.16	90.65	90.29	92.05	89.68	93.04	90.63	89.94	87.82	92.33	88.49	89.95	87.59
1034	372	32	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.15	90.50	90.94	91.17	90.26	89.62	90.03	89.93	90.34	89.94	92.48	90.25	91.50	90.36	90.92	90.77	91.98	90.44	92.37	88.47	92.26	90.62	91.19	89.92	92.70	88.43
1035	372	32	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.24	89.74	90.63	88.44	89.80	89.92	89.40	87.04	90.72	87.53	91.47	88.73	90.04	90.57	87.17	89.41	88.82	88.40	90.47	91.71	90.64	88.91	90.96	87.44	88.93	88.94
1064	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	89.87	88.52	90.97	90.42	90.22	91.17	89.50	87.82	90.56	91.42	90.90	89.11	89.43	93.06	88.40	88.69	90.08	88.85	69.74	88.88	90.92	88.15	90.57	88.78	89.72	88.26
1065	372	32	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	89.54	90.50	88.45	88.78	89.34	90.56	89.17	89.62	88.87	89.88	89.10	88.70	90.94	88.94	88.78	90.48	89.10	88.66	90.12	89.44	89.38	89.82	90.25	89.27	90.63	90.49
1066	372	32	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	86.61	88.89	90.87	90.66	89.05	90.37	92.25	91.21	91.07	91.45	92.03	87.54	91.56	92.48	90.46	90.37	91.36	91.49	91.11	88.86	90.46	90.12	91.08	91.53	91.73	91.56
1067	372	32	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.72	91.89	91.07	88.35	88.51	88.68	91.29	88.50	87.98	88.59	88.69	90.09	89.23	92.03	91.52	89.43	69.82	91.52	91.72	87.59	90.52	90.22	90.93	91.08	88.79	89.11
1096	372	32	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.27	89.96	91.70	88.46	89.48	89.70	88.39	87.06	91.81	89.55	68.70	89.51	89.17	92.88	89.20	89.61	90.75	92.10	68.77	88.31	89.56	88.26	90.74	91.14	91.00	89.60
1097	372	32	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.16	90.59	92.77	90.42	91.01	88.58	90.41	91.06	89.01	90.98	90.45	68.77	89.98	90.98	91.48	88.71	91.45	68.20	90.57	89.77	89.52	89.99	91.79	90.13	89.92	88.21
1098	372	32	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.83	91.82	90.37	89.82	90.91	90.45	90.71	90.06	89.87	91.25	68.70	88.44	90.02	91.87	92.24	89.05	90.11	89.44	69.73	90.08	88.73	87.82	92.78	87.86	89.59	88.15
1099	372	32	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	89.35	92.30	69.63	89.89	91.24	89.97	91.50	91.66	91.37	90.97	89.77	88.95	90.96	89.61	91.98	89.75	91.34	90.26	69.20	88.62	90.14	88.88	94.65	89.24	90.28	89.56
1128	372	32	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	91.70	89.34	89.14	89.99	90.41	90.74	91.12	88.61	92.05	92.76	69.28	70.04	90.02	88.87	58.69	88.27	88.57	91.31	89.51	92.46	88.92	91.12	90.06	89.09	90.27	59.94
1129	372	32	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.40	91.43	89.80	92.27	93.03	68.50	89.04	90.09	90.79	91.33	91.13	87.95	88.67	90.78	89.59	90.02	89.37	68.66	69.02	90.37	90.63	90.72	89.49	88.99	60.42	90.99
1130	372	32	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	90.11	92.26	90.74	92.31	69.40	89.70	92.73	90.67	89.72	88.76	92.01	91.56	90.42	90.51	89.77	69.64	89.76	92.55	69.65	89.97	89.28	91.20	92.09	91.64	61.31	90.81
1131	372	32	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	92.08	91.64	70.43	87.53	90.47	85.42	90.66	91.27	92.13	90.42	70.01	68.52	68.99	93.00	91.36	91.57	93.45	90.29	88.26	69.11	90.87	90.46	92.30	91.08	91.29	87.54

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
875	87.63	88.04	89.34	87.92	88.65	88.71	88.12	88.65	87.78	87.31	88.70	88.66	88.61	88.63	88.94	89.16	88.39	88.68	89.24	89.03	86.63	86.42	88.17	88.87	88.14	86.27	88.257308
939	86.66	89.58	88.80	88.61	88.35	89.18	87.47	88.28	88.47	87.85	89.38	88.18	89.19	89.93	88.37	87.15	88.94	87.89	88.93	88.51	87.90	87.34	89.51	86.24	86.11	87.18	88.230769
585	88.49	90.02	88.79	87.85	86.92	88.16	86.82	86.91	87.54	87.94	88.92	88.77	88.38	87.40	88.68	89.51	88.28	89.03	89.43	88.26	86.81	86.11	88.92	88.20	87.63	88.86	88.178077
649	89.31	86.67	88.61	87.64	88.61	90.28	87.51	87.60	88.57	87.97	88.86	87.30	88.29	88.30	88.92	87.26	87.04	86.85	88.89	88.52	86.53	86.67	90.11	88.84	88.41	88.62	88.160769
650	85.47	90.14	88.90	88.92	89.10	89.91	88.07	87.86	88.47	86.89	89.97	87.60	88.78	88.77	88.68	87.99	89.12	89.10	87.75	89.73	86.76	87.16	88.00	86.70	85.35	86.43	88.139231
651	88.44	87.13	88.67	89.08	87.95	89.54	88.40	87.37	88.89	88.06	88.98	89.41	87.11	87.17	87.75	87.68	86.95	87.57	89.27	87.41	89.12	86.62	88.38	87.42	87.61	88.04	88.077692
906	88.72	88.21	88.04	87.20	88.36	87.73	88.21	87.74	86.93	88.25	89.68	89.49	88.86	88.40	87.39	89.96	87.26	88.50	89.63	88.96	86.33	85.55	89.16	86.68	85.70	87.85	88.030385
907	87.84	86.66	88.52	86.95	88.80	88.28	87.14	87.58	88.17	88.06	89.63	89.97	88.73	87.78	89.74	86.70	88.30	88.03	88.64	89.12	86.59	87.69	86.97	87.36	87.82	87.37	88.016923
938	89.68	87.12	88.43	86.58	87.66	87.94	88.87	87.70	87.84	87.94	90.29	87.85	88.33	88.33	86.00	88.89	87.44	88.45	90.45	87.93	87.75	86.89	88.91	85.93	86.97	87.73	87.996154
648	87.08	88.48	88.28	88.39	88.38	89.21	87.39	87.28	88.68	85.73	89.34	88.00	88.41	87.39	87.20	87.92	89.13	87.21	88.09	89.64	87.28	85.43	89.17	87.06	87.84	87.75	87.913846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
873	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.44	89.02	87.86	89.30	85.01	89.48	85.92	88.24	88.20	87.57	88.42	88.82	89.84	85.20	87.11	88.65	88.42	87.68	86.86	89.85	87.23	87.06	87.97	88.37	85.81	87.64
875	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.63	88.04	89.34	87.92	88.65	88.71	88.12	88.65	87.78	87.31	88.70	88.66	88.61	88.63	88.94	89.16	88.39	88.68	89.24	89.03	86.63	86.42	88.17	88.87	88.14	86.27
1064	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.37	88.46	89.29	87.84	88.79	89.12	88.00	87.65	88.41	89.77	88.98	89.57	87.04	88.66	87.71	88.27	88.42	88.67	75.25	88.30	87.65	85.50	86.67	85.22	87.10	86.76
584	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.34	88.36	87.09	86.28	89.16	89.52	88.25	87.19	86.93	87.30	87.80	88.74	87.24	87.31	87.33	88.55	87.95	88.30	89.94	89.82	85.19	85.84	88.72	89.16	86.22	88.59
585	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.49	90.02	88.79	87.85	86.92	88.16	86.82	86.91	87.54	87.94	88.92	88.77	88.38	87.40	88.68	89.51	88.28	89.03	89.43	88.26	86.81	86.11	88.92	88.20	87.63	88.86
779	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.26	88.48	88.74	88.43	87.41	88.86	86.86	88.20	88.39	87.78	88.84	89.66	87.92	89.02	88.11	87.50	87.61	88.10	89.14	88.47	87.67	84.76	87.67	87.27	85.63	85.82
904	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.59	88.48	88.80	86.70	89.93	89.18	86.82	88.12	87.77	89.52	88.86	88.09	87.72	87.54	88.47	88.79	87.48	86.77	89.75	88.36	86.33	86.13	86.96	84.98	88.18	84.95
906	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.72	88.21	88.04	87.20	88.36	87.73	88.21	87.74	86.93	88.25	89.68	89.49	88.86	88.40	87.39	89.96	87.26	88.50	89.63	88.96	86.33	85.55	89.16	86.68	85.70	87.85
907	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.84	86.66	88.52	86.95	88.80	88.28	87.14	87.58	88.17	88.06	89.63	89.97	88.73	87.78	89.74	86.70	88.30	88.03	88.64	89.12	86.59	87.69	86.97	87.36	87.82	87.37
616	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.63	87.62	87.98	88.72	88.24	89.06	87.42	88.39	88.20	88.02	89.05	89.00	88.45	87.38	89.01	88.34	88.62	87.68	88.48	89.43	85.36	86.69	86.30	85.50	86.05	85.52
618	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	86.58	89.37	86.58	86.44	88.02	87.57	87.68	87.58	88.12	88.00	88.14	88.58	89.37	88.31	90.48	88.83	87.82	88.90	89.40	89.59	84.42	84.65	90.06	85.94	88.41	86.38
619	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.56	89.47	88.10	85.45	88.45	88.21	87.46	87.73	88.99	88.67	90.86	88.99	89.10	88.89	88.66	86.55	89.12	86.03	88.32	87.19	87.22	84.29	87.69	86.41	84.79	87.87
937	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.69	88.09	88.83	87.50	87.41	86.65	88.52	89.02	87.41	87.48	88.86	88.94	89.14	87.09	88.58	88.53	87.69	89.82	88.78	88.92	85.70	87.98	87.91	85.94	88.06	85.10
938	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.68	87.12	88.43	86.58	87.66	87.94	88.87	87.70	87.84	87.94	90.29	87.85	88.33	88.33	86.00	88.89	87.44	88.45	90.45	87.93	87.75	86.89	88.91	85.93	86.97	87.73
939	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	86.66	89.58	88.80	88.61	88.35	89.18	87.47	88.28	88.47	87.85	89.38	88.18	89.19	89.93	88.37	87.15	88.94	87.89	88.93	88.51	87.90	87.34	89.51	86.24	86.11	87.18
648	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	87.08	88.48	88.28	88.39	88.38	89.21	87.39	87.28	88.68	85.73	89.34	88.00	88.41	87.39	87.20	87.92	89.13	87.21	88.09	89.64	87.28	85.43	89.17	87.06	87.84	87.75
649	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.31	86.67	88.61	87.64	88.61	90.28	87.51	87.60	88.57	87.97	88.86	87.30	88.29	88.30	88.92	87.26	87.04	86.85	88.89	88.52	86.53	86.67	90.11	88.84	88.41	88.62
650	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	85.47	90.14	88.90	88.92	89.10	89.91	88.07	87.86	88.47	86.89	89.97	87.60	88.78	88.77	88.68	87.99	89.12	89.10	87.75	89.73	86.76	87.16	88.00	86.70	85.35	86.43
651	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.44	87.13	88.67	89.08	87.95	89.54	88.40	87.37	88.89	88.06	88.98	89.41	87.11	87.17	87.75	87.68	86.95	87.57	89.27	87.41	89.12	86.62	88.38	87.42	87.61	88.04

Size of the All data:  (144, 29)
Size of the Sig data:  (19, 34)

Code

dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)

html_table = dt_mw11.to_html(index=True)


# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	max_map
619	87.56	89.47	88.10	85.45	88.45	88.21	87.46	87.73	88.99	88.67	90.86	88.99	89.10	88.89	88.66	86.55	89.12	86.03	88.32	87.19	87.22	84.29	87.69	86.41	84.79	87.87	90.86
618	86.58	89.37	86.58	86.44	88.02	87.57	87.68	87.58	88.12	88.00	88.14	88.58	89.37	88.31	90.48	88.83	87.82	88.90	89.40	89.59	84.42	84.65	90.06	85.94	88.41	86.38	90.48
938	89.68	87.12	88.43	86.58	87.66	87.94	88.87	87.70	87.84	87.94	90.29	87.85	88.33	88.33	86.00	88.89	87.44	88.45	90.45	87.93	87.75	86.89	88.91	85.93	86.97	87.73	90.45
649	89.31	86.67	88.61	87.64	88.61	90.28	87.51	87.60	88.57	87.97	88.86	87.30	88.29	88.30	88.92	87.26	87.04	86.85	88.89	88.52	86.53	86.67	90.11	88.84	88.41	88.62	90.28
650	85.47	90.14	88.90	88.92	89.10	89.91	88.07	87.86	88.47	86.89	89.97	87.60	88.78	88.77	88.68	87.99	89.12	89.10	87.75	89.73	86.76	87.16	88.00	86.70	85.35	86.43	90.14
585	88.49	90.02	88.79	87.85	86.92	88.16	86.82	86.91	87.54	87.94	88.92	88.77	88.38	87.40	88.68	89.51	88.28	89.03	89.43	88.26	86.81	86.11	88.92	88.20	87.63	88.86	90.02
907	87.84	86.66	88.52	86.95	88.80	88.28	87.14	87.58	88.17	88.06	89.63	89.97	88.73	87.78	89.74	86.70	88.30	88.03	88.64	89.12	86.59	87.69	86.97	87.36	87.82	87.37	89.97
906	88.72	88.21	88.04	87.20	88.36	87.73	88.21	87.74	86.93	88.25	89.68	89.49	88.86	88.40	87.39	89.96	87.26	88.50	89.63	88.96	86.33	85.55	89.16	86.68	85.70	87.85	89.96
584	88.34	88.36	87.09	86.28	89.16	89.52	88.25	87.19	86.93	87.30	87.80	88.74	87.24	87.31	87.33	88.55	87.95	88.30	89.94	89.82	85.19	85.84	88.72	89.16	86.22	88.59	89.94
904	88.59	88.48	88.80	86.70	89.93	89.18	86.82	88.12	87.77	89.52	88.86	88.09	87.72	87.54	88.47	88.79	87.48	86.77	89.75	88.36	86.33	86.13	86.96	84.98	88.18	84.95	89.93
939	86.66	89.58	88.80	88.61	88.35	89.18	87.47	88.28	88.47	87.85	89.38	88.18	89.19	89.93	88.37	87.15	88.94	87.89	88.93	88.51	87.90	87.34	89.51	86.24	86.11	87.18	89.93
873	87.44	89.02	87.86	89.30	85.01	89.48	85.92	88.24	88.20	87.57	88.42	88.82	89.84	85.20	87.11	88.65	88.42	87.68	86.86	89.85	87.23	87.06	87.97	88.37	85.81	87.64	89.85
937	87.69	88.09	88.83	87.50	87.41	86.65	88.52	89.02	87.41	87.48	88.86	88.94	89.14	87.09	88.58	88.53	87.69	89.82	88.78	88.92	85.70	87.98	87.91	85.94	88.06	85.10	89.82
1064	88.37	88.46	89.29	87.84	88.79	89.12	88.00	87.65	88.41	89.77	88.98	89.57	87.04	88.66	87.71	88.27	88.42	88.67	75.25	88.30	87.65	85.50	86.67	85.22	87.10	86.76	89.77
779	87.26	88.48	88.74	88.43	87.41	88.86	86.86	88.20	88.39	87.78	88.84	89.66	87.92	89.02	88.11	87.50	87.61	88.10	89.14	88.47	87.67	84.76	87.67	87.27	85.63	85.82	89.66
648	87.08	88.48	88.28	88.39	88.38	89.21	87.39	87.28	88.68	85.73	89.34	88.00	88.41	87.39	87.20	87.92	89.13	87.21	88.09	89.64	87.28	85.43	89.17	87.06	87.84	87.75	89.64
651	88.44	87.13	88.67	89.08	87.95	89.54	88.40	87.37	88.89	88.06	88.98	89.41	87.11	87.17	87.75	87.68	86.95	87.57	89.27	87.41	89.12	86.62	88.38	87.42	87.61	88.04	89.54
616	86.63	87.62	87.98	88.72	88.24	89.06	87.42	88.39	88.20	88.02	89.05	89.00	88.45	87.38	89.01	88.34	88.62	87.68	88.48	89.43	85.36	86.69	86.30	85.50	86.05	85.52	89.43
875	87.63	88.04	89.34	87.92	88.65	88.71	88.12	88.65	87.78	87.31	88.70	88.66	88.61	88.63	88.94	89.16	88.39	88.68	89.24	89.03	86.63	86.42	88.17	88.87	88.14	86.27	89.34

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
15	372	32	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.79	92.02	91.52	88.76	88.09	87.47	87.41	89.62	87.14	89.98	87.76	90.64	89.94	87.83	88.08	89.88	91.39	89.26	89.12	89.96	89.81	88.46	90.39	90.22	89.84	87.80
0	372	32	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.89	90.83	89.82	89.47	90.31	86.79	89.02	88.42	89.24	88.84	90.62	87.25	89.60	91.83	90.58	90.56	93.11	90.82	91.00	89.43	88.72	88.53	90.48	90.81	90.27	87.72
18	372	32	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	89.87	88.52	90.97	90.42	90.22	91.17	89.50	87.82	90.56	91.42	90.90	89.11	89.43	93.06	88.40	88.69	90.08	88.85	69.74	88.88	90.92	88.15	90.57	88.78	89.72	88.26
12	372	32	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.35	89.90	89.76	87.88	89.87	88.61	90.57	88.44	89.83	87.72	90.41	88.61	90.30	90.05	86.28	90.89	88.77	91.12	88.99	90.74	88.39	90.37	93.16	91.00	88.23	89.08
2	372	32	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.07	90.06	90.57	91.24	88.23	88.36	89.18	88.19	88.68	87.50	90.47	88.60	90.41	88.27	89.68	90.30	90.81	89.56	90.89	90.37	88.80	89.45	90.59	89.67	88.86	89.67
13	372	32	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.01	92.24	90.53	89.50	88.33	89.11	90.81	87.76	89.72	90.01	90.72	89.71	91.18	91.03	89.09	90.79	88.70	89.55	90.57	89.42	90.17	89.03	91.76	91.88	90.55	88.56
14	372	32	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	91.73	89.60	92.31	87.55	88.98	89.79	88.95	90.24	88.77	92.79	87.86	88.99	90.25	91.05	91.70	90.85	90.59	90.19	92.31	90.38	91.09	90.39	91.43	88.82	92.30	89.50
6	372	32	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	91.08	89.88	90.15	89.17	91.07	88.21	92.28	89.34	88.56	90.69	92.36	90.95	89.27	89.56	89.64	91.59	91.60	91.70	90.60	88.05	88.81	89.19	91.76	90.23	89.53	90.63
7	372	32	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.05	90.48	91.41	87.70	89.10	88.75	88.42	89.63	89.92	90.28	90.57	90.83	90.49	90.88	88.83	89.25	91.00	91.12	91.43	90.26	90.79	89.48	92.40	90.88	91.46	90.94
17	372	32	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	89.23	89.54	93.05	89.68	88.93	89.72	88.59	89.96	90.65	90.76	89.09	87.96	90.39	89.52	90.36	90.94	90.79	91.54	92.11	89.13	88.92	87.93	88.50	89.80	88.25	90.38
11	372	32	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	87.97	89.62	91.30	88.61	90.83	88.26	88.21	90.55	89.59	90.38	89.33	88.97	91.71	89.95	92.08	88.30	91.32	91.20	92.92	89.28	87.47	90.35	92.27	86.77	92.03	87.66
16	372	32	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.73	92.76	92.13	88.90	91.28	90.44	87.60	88.41	90.86	89.20	92.76	89.52	89.81	91.04	91.23	90.95	91.60	91.13	89.07	90.39	90.80	88.87	92.58	90.24	88.87	91.53
10	372	32	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.02	90.93	91.30	90.41	91.33	91.39	91.54	90.68	88.79	88.03	92.38	91.42	91.39	90.42	90.15	91.28	91.56	93.68	91.50	89.42	89.95	91.77	90.98	90.84	89.67	87.08
8	372	32	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	92.31	92.39	91.98	88.78	88.07	91.30	90.14	90.78	90.44	90.25	93.25	89.87	89.64	92.07	89.05	91.76	88.98	91.00	92.07	91.92	92.10	90.08	93.52	89.52	91.27	90.83
1	372	32	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.43	91.83	92.26	91.07	91.40	92.68	90.87	90.39	90.49	89.64	91.37	90.75	91.08	91.80	89.56	90.02	92.10	90.52	92.28	91.78	93.10	90.43	92.29	89.19	89.90	91.48
9	372	32	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.91	91.88	92.52	91.28	91.89	92.05	90.52	89.30	89.90	89.06	90.11	88.00	93.04	90.93	88.70	91.36	90.91	90.22	90.51	92.17	91.02	90.25	94.31	89.55	90.33	90.53
3	372	32	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.80	91.51	91.40	90.80	91.86	91.04	88.53	90.44	90.35	90.35	88.65	90.05	89.69	89.85	88.95	91.72	88.65	89.33	92.66	91.85	90.26	90.35	91.89	91.67	92.05	90.27
4	372	32	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.09	91.69	91.63	91.25	90.48	90.68	90.83	89.54	89.76	91.03	91.70	90.26	89.33	91.17	92.28	90.45	90.25	89.94	89.53	90.30	90.88	89.80	92.12	90.63	88.81	91.09
5	372	32	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.27	89.67	91.42	92.28	91.65	90.88	91.00	90.44	91.32	88.91	92.04	89.71	89.72	89.16	90.54	91.09	90.11	86.16	91.40	90.09	90.82	90.08	91.89	90.98	89.50	90.56

Size of the test data:  (19, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_11	89.134737	0.727976
mAP_valid_abs_values_20	88.791579	0.789376
mAP_valid_abs_values_6	88.767895	0.901169
mAP_valid_abs_values_12	88.716842	0.734386
mAP_valid_abs_values_13	88.447895	0.771496
mAP_valid_abs_values_3	88.402632	0.689644
mAP_valid_abs_values_2	88.389474	1.045596
mAP_valid_abs_values_23	88.276316	1.095984
mAP_valid_abs_values_15	88.270000	1.027656
mAP_valid_abs_values_19	88.223158	3.248374
mAP_valid_abs_values_16	88.222632	0.920343
mAP_valid_abs_values_5	88.168421	1.037573
mAP_valid_abs_values_17	88.104211	0.705513
mAP_valid_abs_values_9	88.092632	0.589641
mAP_valid_abs_values_18	88.066316	0.928459
mAP_valid_abs_values_14	87.973684	1.017465
mAP_valid_abs_values_10	87.900526	0.871133
mAP_valid_abs_values_8	87.846842	0.527289
mAP_valid_abs_values	87.777895	1.038255
mAP_valid_abs_values_4	87.673684	1.071983
mAP_valid_abs_values_7	87.627895	0.724811
mAP_valid_abs_values_26	87.091053	1.187551
mAP_valid_abs_values_24	86.952105	1.273947
mAP_valid_abs_values_25	86.938421	1.173084
mAP_valid_abs_values_21	86.761579	1.097154
mAP_valid_abs_values_22	86.251579	1.033679

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	91.731053	1.311822
mAP_test_abs_values_3	91.370000	0.908717
mAP_test_abs_values_2	90.807895	1.217318
mAP_test_abs_values_11	90.650000	1.589035
mAP_test_abs_values_17	90.648421	1.223039
mAP_test_abs_values_16	90.561579	0.971324
mAP_test_abs_values_14	90.498421	1.308219
mAP_test_abs_values_18	90.362632	1.509650
mAP_test_abs_values_13	90.351053	0.967195
mAP_test_abs_values	90.294737	1.082412
mAP_test_abs_values_20	90.201053	1.122902
average_map	90.178360	0.570298
mAP_test_abs_values_21	90.148421	1.377926
mAP_test_abs_values_5	90.101053	1.363068
mAP_test_abs_values_24	90.077895	1.188181
mAP_test_abs_values_25	90.075789	1.260839
mAP_test_abs_values_19	89.931579	5.039425
mAP_test_abs_values_10	89.833684	1.318965
mAP_test_abs_values_6	89.826316	1.638940
mAP_test_abs_values_15	89.746316	1.488613
mAP_test_abs_values_4	89.723684	1.372201
mAP_test_abs_values_9	89.714211	1.003385
mAP_test_abs_values_7	89.682632	1.387964
mAP_test_abs_values_26	89.661579	1.427341
mAP_test_abs_values_22	89.629474	0.973119
mAP_test_abs_values_12	89.536842	1.142099
mAP_test_abs_values_8	89.471053	1.015945

Code

res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_32 =  res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]

res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]


result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')


result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]

html_table = result_merged_mwu_32.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	11	89.134737	90.650000
1	20	88.791579	90.201053
2	6	88.767895	89.826316
3	12	88.716842	89.536842
4	13	88.447895	90.351053
5	3	88.402632	91.370000
6	2	88.389474	90.807895
7	23	88.276316	91.731053
8	15	88.270000	89.746316
9	19	88.223158	89.931579
10	16	88.222632	90.561579
11	5	88.168421	90.101053
12	17	88.104211	90.648421
13	9	88.092632	89.714211
14	18	88.066316	90.362632
15	14	87.973684	90.498421
16	10	87.900526	89.833684
17	8	87.846842	89.471053
18	1	87.777895	90.294737
19	4	87.673684	89.723684
20	7	87.627895	89.682632
21	26	87.091053	89.661579
22	24	86.952105	90.077895
23	25	86.938421	90.075789
24	21	86.761579	90.148421
25	22	86.251579	89.629474

Code

#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 24

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
4	372	24	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	82.99	81.70	85.81	83.44	83.54	84.95	84.09	85.04	85.20	81.20	85.77	86.58	85.07	81.06	85.26	85.41	85.14	87.09	83.73	85.27	24.01	83.57	82.52	83.18	82.08	84.02
5	372	24	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.97	84.89	84.68	84.49	86.66	82.50	83.45	88.31	86.83	85.01	88.09	85.17	85.06	86.42	85.07	86.34	24.01	85.34	86.53	88.22	84.42	81.68	83.19	84.09	83.33	81.38
6	372	24	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	84.25	84.56	85.87	86.40	85.87	87.71	87.25	84.16	85.64	85.90	85.79	85.77	85.17	87.00	84.33	88.34	84.57	89.30	87.31	84.82	83.61	82.99	86.10	84.83	84.44	84.34
7	372	24	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	82.62	86.23	83.77	86.46	85.45	84.27	85.28	87.18	24.01	84.32	87.92	88.21	85.20	86.83	88.09	86.42	86.25	86.02	86.09	85.19	85.88	82.82	86.19	84.97	83.25	86.10
36	372	24	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	84.36	80.17	84.28	84.30	83.53	85.44	83.90	81.76	85.92	85.34	86.92	86.88	86.22	86.23	79.63	84.32	86.73	85.45	86.12	87.07	77.92	82.79	74.93	84.87	82.29	82.84
37	372	24	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	83.50	87.10	85.43	82.21	86.98	84.73	87.70	85.55	85.52	86.32	87.78	84.89	87.59	85.70	87.06	86.85	87.88	85.35	87.71	87.05	83.72	84.06	86.84	84.36	85.25	86.28
38	372	24	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	83.28	80.81	86.23	85.56	84.23	84.99	85.19	81.83	85.79	85.99	85.88	85.70	86.97	87.30	84.80	85.59	84.59	84.76	86.44	85.29	83.19	83.53	87.17	84.13	81.58	84.43
39	372	24	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	84.70	85.78	85.37	83.85	86.87	85.86	83.96	87.14	85.45	86.83	86.10	86.14	86.42	85.63	86.71	83.71	84.23	85.80	87.45	86.40	86.61	83.06	82.77	85.81	83.40	84.17
68	372	24	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	81.39	86.50	71.02	83.29	70.18	82.30	69.26	80.51	84.74	83.09	86.96	84.23	88.03	82.15	81.68	85.83	83.71	85.36	85.20	85.68	82.34	82.35	84.43	85.13	84.39	83.16
69	372	24	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	86.93	85.77	84.01	84.86	83.50	86.11	85.64	83.92	86.32	84.52	83.25	85.47	86.51	83.49	86.08	83.59	86.88	85.93	82.98	88.04	82.66	83.20	84.13	69.16	81.49	84.68
70	372	24	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	81.43	72.12	85.74	87.40	81.28	82.53	81.92	82.37	83.37	84.94	86.60	87.22	86.61	82.66	84.43	86.48	83.88	85.40	86.50	84.67	71.84	81.99	85.30	82.92	81.37	83.43
71	372	24	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	86.08	70.75	86.74	85.83	84.58	87.34	85.26	87.68	86.36	86.01	85.32	87.28	85.19	84.84	86.80	85.92	77.09	83.86	85.00	86.12	82.50	83.81	83.46	84.60	82.41	83.30
100	372	24	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	83.00	85.76	84.65	85.37	84.49	73.53	85.00	86.32	85.21	84.53	84.45	85.95	84.68	85.40	86.28	87.57	86.25	84.23	87.90	86.71	83.10	84.51	86.28	56.14	84.79	84.39
101	372	24	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	24.01	86.53	85.01	87.23	84.79	86.25	85.08	84.85	86.65	85.95	86.66	86.33	86.54	86.09	82.67	84.27	85.46	86.10	85.03	87.26	83.81	84.33	81.74	86.00	83.94	86.55
102	372	24	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	83.81	84.78	86.15	86.22	86.37	86.18	84.33	85.19	84.11	85.42	88.47	86.23	87.21	86.00	58.14	85.10	85.20	83.49	85.67	86.51	78.67	85.11	84.49	56.23	84.06	83.31
103	372	24	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	83.45	86.21	82.01	88.63	83.33	87.28	86.42	84.13	86.79	85.51	87.19	86.42	85.57	87.83	86.58	87.27	86.36	86.75	86.56	86.42	83.69	82.79	83.70	69.69	83.44	83.58
132	372	24	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	86.00	86.72	83.39	82.41	85.81	86.27	86.89	82.94	82.72	87.31	89.36	88.22	83.03	81.30	83.84	86.07	85.24	83.74	88.24	72.85	84.86	58.11	81.10	88.23	83.75	85.47
133	372	24	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	84.09	83.61	84.68	83.37	86.19	84.19	86.15	84.47	82.74	86.94	87.85	73.67	86.01	88.35	83.66	87.53	86.52	83.75	89.33	87.05	83.85	85.53	84.29	83.99	84.67	85.38
134	372	24	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	86.68	83.46	85.56	82.99	86.65	85.91	86.41	86.62	85.82	86.58	88.39	86.02	86.61	86.07	85.78	88.50	84.13	84.22	86.43	73.92	85.29	82.94	84.68	83.04	84.86	84.98
135	372	24	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	83.78	86.45	85.50	84.81	84.43	88.44	86.10	84.87	86.52	87.11	84.91	73.93	87.55	87.95	84.99	82.98	85.17	84.79	87.17	87.31	84.29	83.50	85.06	85.00	84.90	85.51
164	372	24	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	83.06	82.04	86.94	83.19	85.28	84.80	85.27	83.17	74.10	86.42	87.96	85.34	81.84	84.30	87.40	87.09	87.56	88.01	86.84	74.91	87.60	84.25	85.00	83.61	83.80	84.04
165	372	24	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	85.66	85.42	85.51	85.99	83.97	86.17	88.71	85.25	86.93	87.01	86.89	86.47	87.70	85.61	86.51	85.18	85.82	84.86	88.68	85.83	84.70	85.31	86.80	84.44	85.71	84.42
166	372	24	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	85.97	85.90	84.76	83.95	87.17	86.55	87.01	88.21	84.20	85.17	85.94	86.52	85.68	89.42	88.23	85.04	88.60	73.35	87.20	85.81	81.91	84.78	56.77	84.52	85.52	85.23
167	372	24	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	84.84	87.02	86.87	88.30	84.98	88.23	72.50	86.58	87.77	86.38	88.24	85.76	88.51	72.96	83.31	87.79	85.22	85.38	86.30	85.84	86.53	84.25	84.96	87.48	85.56	85.99
196	372	24	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	39.57	41.27	41.82	41.38	39.69	40.11	49.79	39.14	39.35	41.90	40.58	39.58	39.39	39.82	41.04	39.41	41.15	39.65	41.25	39.91	39.50	39.59	39.73	40.42	40.10	40.09
197	372	24	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	39.60	39.42	40.13	41.69	41.13	39.04	39.86	39.49	39.56	39.48	39.26	39.87	40.27	40.34	41.05	39.52	41.87	40.08	39.01	40.14	39.84	41.45	40.22	40.22	40.21	40.47
198	372	24	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	40.46	39.99	41.45	41.96	39.98	40.06	40.70	40.59	39.87	39.51	39.72	40.35	39.44	39.88	41.14	39.77	39.76	82.33	39.50	40.66	39.64	39.98	39.26	40.48	40.55	40.93
199	372	24	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	40.27	39.75	40.80	41.57	39.40	39.38	84.92	40.59	39.74	39.98	39.40	40.09	84.96	41.69	40.78	40.31	39.80	39.32	39.73	40.09	39.97	40.67	39.30	40.10	40.55	40.22
228	372	24	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	40.65	41.25	39.18	40.59	39.48	39.73	49.74	41.29	39.40	41.94	39.74	40.10	40.23	39.38	41.90	39.91	40.06	39.22	39.26	40.20	39.64	40.22	40.04	40.80	41.12	40.99
229	372	24	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	40.47	39.37	39.65	40.31	39.75	39.87	39.63	41.37	39.64	40.09	39.41	39.68	39.85	39.16	55.09	39.27	40.47	39.64	40.91	47.71	45.98	48.48	39.29	40.35	39.85	40.10
230	372	24	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	39.42	50.08	40.07	41.96	39.85	39.75	40.49	40.58	39.48	39.34	40.05	49.17	39.77	39.13	55.53	39.40	41.55	83.05	39.31	39.49	39.67	39.98	38.86	40.10	40.23	40.34
231	372	24	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	39.27	41.05	39.71	41.25	39.13	40.19	39.12	40.83	39.74	39.62	39.49	40.08	24.01	40.91	39.77	39.38	39.38	40.44	48.77	40.58	39.69	40.46	38.89	40.21	39.20	41.26
260	372	24	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	39.29	40.92	39.16	41.64	39.68	38.95	40.48	39.75	39.66	40.07	39.73	40.23	39.63	39.77	39.72	39.64	41.16	40.14	40.58	39.40	38.94	40.08	39.49	40.67	39.85	40.80
261	372	24	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	40.13	40.00	39.76	41.69	39.72	39.38	39.89	39.64	40.38	40.22	39.50	40.78	39.75	40.10	40.28	38.75	39.76	39.10	39.72	41.01	49.42	40.22	39.01	40.47	39.94	41.05
262	372	24	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	40.21	39.98	54.57	39.70	40.28	39.76	39.99	39.99	39.59	39.93	39.26	39.73	49.42	41.17	40.35	39.04	39.83	84.55	50.69	39.66	41.04	40.21	39.57	40.22	39.11	40.23
263	372	24	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	39.62	41.29	38.84	41.83	49.94	39.71	39.50	40.34	39.96	39.35	40.45	39.60	39.49	40.22	40.91	39.86	40.10	39.45	39.63	41.01	40.34	40.21	38.91	40.35	39.94	40.34
292	372	24	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	83.02	83.41	82.29	86.62	84.68	85.72	86.12	84.07	82.15	84.20	85.23	87.11	85.76	83.77	83.56	84.43	24.01	85.16	85.91	85.43	24.01	83.41	82.28	64.47	84.60	82.67
293	372	24	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	83.62	86.76	85.77	85.03	85.78	86.30	87.75	86.87	85.69	86.62	85.48	86.89	86.71	85.35	86.25	86.27	87.79	86.48	88.68	86.45	84.07	84.86	86.06	84.55	82.33	82.26
294	372	24	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	85.44	85.04	86.67	85.26	86.73	84.39	86.57	85.35	84.14	85.91	86.36	85.44	84.42	86.76	86.03	86.35	84.92	85.65	86.10	85.75	85.33	84.30	82.79	82.74	85.09	81.74
295	372	24	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	84.31	80.36	84.29	84.10	86.44	86.20	85.86	84.23	85.27	85.21	86.11	85.70	86.63	82.68	85.15	84.65	85.31	84.93	86.31	86.84	84.32	84.34	86.16	85.22	82.18	81.36
324	372	24	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	81.76	73.42	84.01	84.08	86.25	83.98	85.98	84.28	83.79	85.80	86.65	86.37	86.41	86.32	74.46	85.37	79.22	84.44	86.62	84.38	81.14	67.56	80.27	79.55	68.01	78.01
325	372	24	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	85.93	85.31	85.93	84.83	86.23	87.45	85.55	86.22	87.40	86.81	86.96	88.61	84.95	88.61	85.80	87.38	85.63	85.92	87.59	85.79	82.38	83.33	82.61	85.09	84.64	82.80
326	372	24	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.64	84.90	86.54	85.82	85.62	85.71	84.18	85.94	85.77	86.71	85.55	85.69	86.97	88.66	85.22	85.24	87.72	84.43	84.73	85.66	83.59	84.92	84.55	83.21	68.73	68.69
327	372	24	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	83.73	79.66	86.19	80.80	84.63	88.16	85.94	85.06	88.10	88.22	89.06	87.28	83.02	85.48	86.60	84.58	88.67	85.38	85.49	86.34	79.14	83.08	82.49	80.62	83.18	82.95
356	372	24	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	82.91	67.44	82.33	78.92	83.35	84.47	86.31	87.48	78.75	24.01	87.15	86.21	84.27	86.31	86.36	81.53	83.81	85.23	85.19	87.09	68.03	83.58	82.98	82.67	82.86	81.91
357	372	24	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	71.85	83.86	84.22	67.77	84.22	87.16	86.30	84.45	82.71	81.54	84.07	84.30	84.45	82.53	83.45	81.15	85.88	82.73	84.96	85.24	68.61	69.76	84.90	84.00	84.49	84.23
358	372	24	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	83.72	87.75	80.85	83.74	86.11	84.68	84.89	84.77	83.88	85.98	86.55	86.83	84.09	78.75	86.60	87.49	82.89	85.78	86.53	89.56	83.43	67.89	82.68	69.92	70.91	84.00
359	372	24	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	84.85	82.34	83.32	84.66	85.34	84.99	86.94	89.58	83.67	86.11	85.55	86.79	87.27	87.24	86.01	81.91	84.75	86.18	86.20	85.64	81.01	83.23	73.29	72.52	72.17	85.46
388	372	24	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.84	83.31	86.25	86.66	85.09	85.83	86.06	83.56	86.46	85.21	88.59	74.59	87.58	84.96	86.95	86.31	86.77	85.61	86.88	87.12	82.83	85.02	84.47	84.37	84.63	84.86
389	372	24	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	85.15	85.16	84.83	85.07	84.86	84.07	85.93	84.98	87.59	86.87	87.37	87.03	85.72	86.63	86.74	86.29	86.19	87.88	86.12	85.90	85.07	84.48	84.20	84.30	79.51	84.95
390	372	24	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	86.11	83.99	81.23	82.15	85.14	86.62	85.20	85.43	84.20	87.18	86.48	86.18	85.32	84.27	82.87	87.42	85.50	74.79	87.93	84.87	85.11	82.31	85.23	56.11	83.89	57.67
391	372	24	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	84.72	85.54	84.15	87.51	87.61	87.76	84.91	84.97	86.58	86.43	86.29	73.95	86.30	85.96	86.14	86.74	85.00	84.98	75.58	87.39	85.11	81.17	55.29	83.75	85.73	85.96
420	372	24	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.37	85.22	84.14	81.78	84.21	84.87	86.74	84.07	86.66	85.95	85.84	84.70	84.94	85.22	87.93	86.26	84.78	86.22	87.14	75.40	86.92	55.69	85.21	84.80	84.52	83.00
421	372	24	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	82.47	86.76	84.01	84.35	85.26	87.32	84.88	87.70	85.36	73.42	86.62	88.59	87.02	85.05	73.06	86.39	84.02	85.26	88.20	73.43	84.03	83.46	83.40	83.97	86.36	82.23
422	372	24	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	72.70	85.33	86.09	85.68	83.73	86.69	83.87	87.20	85.83	86.59	87.47	89.01	86.79	87.51	86.47	88.33	83.67	73.59	86.99	86.79	84.72	85.80	84.41	83.49	85.56	85.64
423	372	24	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	85.43	84.95	85.24	82.67	83.57	84.55	85.18	84.64	85.01	84.71	87.75	88.17	87.18	83.59	86.81	87.38	85.88	82.78	88.29	72.61	85.20	84.41	85.36	85.95	83.91	84.71
452	372	24	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	83.44	84.76	83.61	87.24	81.27	87.64	87.71	70.22	73.18	85.89	84.71	88.35	86.93	82.47	84.04	87.66	87.56	86.36	88.03	83.86	86.04	83.44	85.34	84.94	84.24	84.52
453	372	24	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	85.49	83.42	84.08	83.25	85.38	85.93	85.48	85.97	83.68	88.17	89.51	85.82	87.27	85.64	86.22	86.54	86.12	87.18	86.69	87.32	85.00	84.88	86.53	84.34	84.02	85.35
454	372	24	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	87.08	84.86	85.52	84.94	84.70	84.95	86.31	88.36	85.44	87.63	88.72	86.25	87.05	86.41	85.00	86.86	72.90	84.42	87.43	85.05	83.75	83.80	83.06	85.63	85.92	85.98
455	372	24	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.51	85.02	84.84	84.93	85.51	88.17	83.89	86.12	84.09	86.57	73.12	73.89	86.63	87.57	85.58	85.32	87.24	84.81	86.11	85.07	85.51	85.84	85.04	84.64	84.99	84.88
484	372	24	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	39.96	40.49	38.80	40.80	41.70	49.87	39.64	42.04	39.39	41.84	39.36	39.66	40.13	41.38	39.61	85.67	39.91	39.76	40.00	41.76	39.97	39.97	40.09	40.87	41.11	41.12
485	372	24	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	39.51	39.35	39.85	41.52	39.62	39.91	39.99	41.48	40.23	41.56	39.85	41.11	39.99	39.59	39.86	39.38	39.39	39.88	49.82	39.37	39.99	41.20	39.10	40.10	40.97	41.03
486	372	24	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	39.99	39.83	39.26	41.43	41.82	39.95	40.10	41.04	40.30	39.90	39.73	41.03	40.50	39.22	39.49	50.45	39.37	40.07	39.13	40.44	39.62	39.84	38.93	40.60	40.10	40.34
487	372	24	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	39.46	39.76	39.99	41.04	40.31	38.91	39.72	41.27	39.54	39.99	39.05	39.73	39.65	39.23	41.69	39.51	39.83	39.47	40.21	39.39	40.08	39.79	39.04	41.04	40.34	39.59
516	372	24	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	40.15	41.16	39.84	39.76	39.62	39.63	39.91	39.94	39.13	39.51	39.29	39.13	39.40	39.40	40.07	49.36	39.64	39.65	39.27	40.66	39.91	40.79	39.12	39.97	40.20	40.46
517	372	24	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	39.85	41.04	39.27	39.54	39.45	39.77	40.14	39.77	38.92	39.49	39.60	40.45	39.50	39.50	41.38	39.36	40.76	48.65	39.26	39.23	39.78	40.22	39.01	40.42	40.10	40.22
518	372	24	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	39.30	40.30	39.77	39.96	39.76	39.83	39.86	40.68	39.13	48.11	39.05	41.82	40.09	39.99	40.91	49.67	40.25	39.37	39.82	39.85	39.89	39.84	39.02	40.54	40.54	40.10
519	372	24	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	39.95	41.69	39.47	39.86	39.99	39.03	40.38	41.95	40.10	39.72	39.43	40.14	39.52	50.51	40.75	39.28	40.26	39.37	39.17	39.01	39.41	40.67	40.09	40.22	40.10	40.23
548	372	24	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	39.99	39.54	39.39	39.99	40.13	39.00	40.10	39.40	39.24	39.76	39.93	40.46	39.49	39.71	41.68	39.13	39.63	39.09	39.73	40.00	39.01	40.66	38.65	40.07	40.92	40.22
549	372	24	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	39.78	39.61	39.36	39.77	39.49	39.37	39.46	41.50	39.60	39.63	39.64	39.53	39.28	40.07	41.11	39.10	39.82	39.99	39.49	39.04	39.15	40.22	38.99	39.60	40.10	41.09
550	372	24	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	40.12	39.99	39.36	40.01	41.55	39.50	39.22	39.96	39.36	39.76	39.77	39.63	40.13	39.37	40.70	39.36	40.14	39.45	39.13	39.77	40.66	40.80	40.22	40.34	40.21	40.47
551	372	24	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	39.95	39.39	38.86	41.05	39.47	39.62	48.23	40.21	84.96	40.13	39.83	39.97	39.75	39.40	40.91	39.77	40.00	40.34	39.17	48.74	39.77	39.79	39.01	40.21	39.83	40.22
580	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.41	87.69	86.72	86.97	87.48	89.78	87.95	87.44	88.27	87.53	88.97	88.29	87.79	87.01	88.00	88.68	87.67	88.77	86.97	89.02	87.05	84.97	84.77	84.71	86.34	86.96
581	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.31	87.95	86.55	87.39	88.28	88.33	86.23	88.61	87.74	87.81	89.38	87.58	87.29	87.62	87.64	88.38	87.28	87.75	89.00	89.93	86.93	85.99	85.38	86.35	85.78	85.72
582	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.65	89.06	88.00	86.39	88.21	89.15	88.57	88.81	88.35	87.38	88.28	87.93	87.23	86.96	86.91	88.47	88.32	87.58	88.46	87.30	89.04	85.66	88.15	84.99	84.97	84.35
583	372	24	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	87.70	87.45	87.67	87.93	85.71	89.15	85.98	87.59	87.41	87.58	87.48	88.08	86.51	85.76	87.30	87.80	87.28	87.43	88.03	89.33	86.40	86.05	87.57	83.73	86.36	85.16
612	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	88.00	87.79	86.26	87.56	86.32	88.14	88.08	87.10	87.96	88.77	87.91	89.71	87.03	85.80	86.47	89.12	87.93	86.86	87.73	87.75	89.47	84.53	87.29	84.13	86.26	86.42
613	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.07	88.36	85.69	88.57	85.79	89.08	88.30	89.08	87.84	86.86	89.03	87.47	86.99	87.01	86.73	86.91	87.72	87.20	87.57	88.44	86.33	86.37	87.38	85.47	85.48	87.52
614	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	86.57	87.55	85.86	88.08	85.04	87.26	87.13	87.83	88.26	86.25	88.59	89.46	88.39	87.26	88.97	88.82	88.07	89.53	89.68	88.34	85.39	85.84	86.52	86.56	86.97	83.73
615	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.04	89.27	85.29	84.69	87.90	88.53	88.78	88.30	86.89	86.22	89.20	86.31	88.90	88.79	88.89	86.94	87.62	87.99	89.24	87.90	86.75	85.65	85.62	85.38	84.51	86.39
644	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.22	86.44	86.76	88.54	89.26	88.47	88.73	86.85	88.22	87.34	88.00	87.84	88.33	89.21	86.32	89.59	86.02	88.28	88.76	87.66	83.67	86.71	88.12	85.84	88.80	86.49
645	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	87.95	86.86	87.06	87.43	87.88	88.82	88.77	87.72	88.02	85.93	88.46	87.15	86.25	86.82	87.31	88.58	87.41	87.52	89.01	88.25	87.12	86.41	88.16	86.56	88.27	86.43
646	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	85.10	87.59	87.94	87.44	87.94	87.93	87.59	87.30	87.29	86.48	89.68	89.34	86.63	87.48	87.49	87.53	87.83	89.52	88.38	87.54	83.70	84.56	88.31	85.36	85.68	84.42
647	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.43	89.05	85.50	87.01	86.99	89.36	88.15	87.29	87.73	86.48	88.48	88.16	88.73	88.12	88.25	87.22	88.28	86.61	87.03	85.67	87.85	85.69	86.89	85.72	85.76	86.10
676	372	24	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	86.79	88.65	87.01	87.53	87.72	87.42	87.29	86.48	73.60	87.95	88.42	88.14	86.17	73.24	87.56	87.57	88.11	87.43	88.19	88.88	85.87	85.16	85.57	86.24	86.75	87.42
677	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.36	87.87	87.76	88.44	88.08	89.39	85.70	86.96	73.44	87.84	86.92	74.70	88.25	88.86	89.23	87.93	87.49	89.04	88.06	89.75	85.68	84.15	86.44	85.30	88.47	86.09
678	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	86.42	89.54	88.74	86.72	87.61	88.49	88.90	88.66	88.85	86.77	88.74	87.67	88.25	87.00	88.74	87.35	86.39	87.61	74.91	88.95	88.22	87.70	86.03	85.31	86.14	86.18
679	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	84.17	88.34	87.84	87.94	88.75	88.77	87.78	88.27	88.39	86.64	74.86	88.54	88.25	88.29	86.64	86.45	85.41	88.28	74.87	87.38	88.07	85.15	86.34	87.37	87.81	85.56
708	372	24	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	85.28	87.15	87.02	87.72	86.64	86.63	88.57	88.66	88.51	73.15	88.73	88.40	88.30	85.72	87.24	87.85	86.88	88.31	75.32	89.26	86.79	86.99	88.03	85.39	85.46	85.45
709	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	86.55	73.63	87.68	88.71	87.36	89.10	73.87	74.37	88.79	87.42	87.99	75.13	88.89	87.89	87.83	74.16	86.95	89.31	88.94	87.96	84.93	85.34	83.90	87.15	85.64	85.42
710	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	86.41	88.94	87.15	87.37	79.50	87.60	87.26	88.11	87.39	87.29	88.55	73.53	88.29	88.35	86.78	88.62	87.64	86.80	88.85	89.70	88.03	85.24	86.87	87.30	87.59	86.04
711	372	24	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	86.69	87.88	87.79	86.71	87.49	88.52	87.36	89.13	87.35	87.73	73.85	73.60	75.91	87.14	86.96	89.14	86.86	88.17	75.05	74.77	84.02	84.94	57.57	84.64	86.14	86.84
740	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.21	86.74	87.40	89.05	86.97	88.70	87.74	87.98	88.71	88.39	89.65	75.59	88.27	87.78	87.56	87.25	88.52	88.14	86.69	75.39	84.97	85.48	56.98	85.62	57.08	86.63
741	372	24	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	86.61	87.61	86.12	87.90	88.21	88.20	88.06	88.64	86.72	54.14	89.21	88.09	88.56	84.74	56.76	88.26	87.99	87.59	88.17	87.39	83.69	85.21	86.78	55.15	85.44	87.63
742	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	86.47	73.96	87.22	87.57	86.91	88.03	87.66	87.15	86.73	73.68	74.39	74.85	73.88	88.24	87.70	86.22	87.04	73.19	74.16	87.31	86.31	85.64	88.29	54.11	84.11	73.62
743	372	24	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	86.31	86.82	88.13	87.17	88.15	88.71	87.49	86.91	86.18	74.15	88.77	88.47	87.79	72.91	87.38	86.33	85.37	86.55	86.91	75.15	85.71	83.76	86.65	85.50	84.64	86.27
772	372	24	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	41.11	49.02	41.81	41.38	41.39	40.92	39.25	40.84	41.20	40.59	39.17	40.63	40.55	40.93	48.90	40.94	40.94	48.86	39.57	39.69	38.70	39.06	38.29	45.04	49.43	39.47
773	372	24	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	40.12	41.67	41.39	41.38	47.12	39.37	49.55	41.57	40.90	41.25	42.94	38.99	38.89	40.69	40.66	39.14	40.94	49.03	39.88	41.85	45.01	39.83	40.52	41.20	40.09	41.46
774	372	24	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	40.45	41.97	40.81	41.22	41.91	49.85	48.94	40.88	39.32	40.50	39.63	41.82	46.17	49.76	40.23	38.48	40.93	47.50	39.45	39.98	39.78	39.52	38.56	41.09	49.18	41.42
775	372	24	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	39.96	40.97	41.90	41.39	40.51	50.05	39.31	40.87	41.85	40.61	50.58	39.00	47.90	40.95	40.96	38.51	38.78	38.74	39.48	39.50	39.66	40.08	39.72	40.42	40.78	41.36
804	372	24	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	41.57	48.74	40.92	40.84	41.89	41.83	39.35	41.01	39.09	48.75	49.83	55.43	46.47	48.78	40.43	40.31	40.70	50.17	41.91	39.91	46.02	39.34	39.98	41.40	40.62	41.47
805	372	24	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	40.57	41.75	41.65	41.36	41.70	39.58	48.69	47.43	40.48	48.27	41.88	40.44	37.89	39.74	46.74	39.49	40.93	47.53	42.19	41.72	39.63	40.22	38.99	40.08	40.88	45.76
806	372	24	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	49.18	41.91	41.78	41.96	41.32	40.10	39.95	48.89	46.67	40.13	40.66	41.61	38.33	39.61	40.80	38.84	40.95	38.78	40.07	47.91	44.26	39.21	38.11	40.82	40.84	41.30
807	372	24	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	39.55	41.35	47.32	41.35	48.75	46.58	50.08	40.69	41.42	40.47	40.46	48.18	49.26	48.72	41.35	38.91	45.65	45.52	40.46	41.26	39.80	39.52	45.22	40.31	40.68	40.66
836	372	24	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	41.79	41.96	41.52	41.65	47.01	47.50	38.33	39.87	40.97	41.29	40.46	41.94	39.26	48.57	49.37	38.42	39.96	38.70	39.42	41.49	40.87	41.40	39.20	41.36	40.47	44.84
837	372	24	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	41.70	41.59	48.91	41.54	42.19	43.96	38.57	40.88	39.65	47.52	42.04	40.57	39.02	40.90	48.71	38.66	41.01	47.91	47.59	45.29	40.47	39.34	44.11	41.68	40.80	41.24
838	372	24	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	41.65	47.67	41.58	41.82	41.64	42.03	48.16	50.10	41.51	40.60	39.04	41.67	39.25	40.40	41.80	38.42	40.85	35.63	39.96	49.49	40.34	40.07	40.52	40.43	41.24	41.63
839	372	24	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	40.66	41.72	40.04	41.55	41.54	41.69	40.06	47.52	49.73	41.08	39.15	41.32	41.13	40.37	40.98	39.50	43.76	42.04	39.12	47.76	40.35	40.84	39.97	41.25	39.73	41.44
868	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.14	87.92	87.72	88.14	87.96	89.75	86.53	88.46	85.67	86.47	88.60	87.63	88.79	87.20	86.99	86.73	86.91	86.59	87.69	87.35	88.27	85.50	88.82	84.75	88.81	85.62
869	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.26	87.65	87.52	88.20	88.97	89.07	88.63	87.68	87.13	86.21	88.70	87.37	88.06	85.97	86.02	88.08	89.44	87.00	87.22	88.30	88.19	85.27	87.66	83.91	86.80	87.34
870	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.65	87.19	87.74	86.61	87.03	89.14	86.99	87.82	88.33	88.18	88.22	89.68	88.38	88.18	88.69	89.25	87.29	87.14	87.85	87.58	84.69	88.83	88.22	85.68	88.46	85.73
871	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	86.31	88.82	88.64	86.39	85.51	88.88	87.53	87.41	88.06	86.87	87.08	89.88	85.02	88.85	86.15	87.87	87.49	87.50	88.41	89.63	85.92	88.11	88.58	85.28	86.97	84.09
900	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	86.64	88.34	87.36	87.57	88.51	88.71	86.54	90.19	87.57	87.87	88.29	87.45	89.41	88.29	87.20	88.52	86.85	86.58	86.49	87.01	87.53	86.05	88.19	89.23	85.78	87.26
901	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	85.74	88.23	88.22	87.93	89.53	89.20	85.65	87.52	87.18	87.14	88.30	88.89	89.44	89.29	88.57	86.64	89.16	87.36	87.27	88.41	87.56	85.67	86.94	85.88	84.03	85.60
902	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	86.24	87.79	88.02	88.51	85.20	87.72	85.18	87.14	86.78	87.97	88.02	87.74	88.82	88.39	86.34	87.49	86.45	86.37	86.12	87.16	85.56	86.11	88.85	87.78	86.36	85.30
903	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.74	87.21	88.36	86.64	87.28	86.76	88.35	86.29	87.66	87.81	87.97	89.15	88.37	86.02	87.60	86.67	88.28	89.09	88.41	87.96	88.29	85.28	85.59	86.50	87.07	87.63
932	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	85.79	86.75	87.76	87.70	85.45	87.43	87.89	87.04	88.22	87.85	88.44	88.95	89.09	88.04	87.31	89.38	87.72	87.42	87.36	89.38	84.02	85.00	87.66	86.78	84.76	85.09
933	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.43	87.17	89.43	88.27	85.49	89.49	88.63	87.28	87.76	87.08	89.71	89.93	87.04	87.99	86.00	88.33	89.00	88.83	85.14	88.85	87.52	85.90	86.30	86.22	86.64	84.38
934	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.94	88.16	87.83	87.68	85.82	87.78	87.08	88.37	88.37	87.16	88.57	88.06	88.99	86.52	86.80	88.73	88.22	86.93	88.84	88.51	84.79	82.95	86.59	86.98	84.67	86.22
935	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.08	87.96	83.15	87.71	89.00	89.84	88.37	87.17	88.39	87.71	88.98	90.74	87.84	86.60	87.73	87.10	86.95	87.40	89.21	87.72	83.69	86.95	80.07	87.45	85.64	86.18
964	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	85.60	87.81	88.58	88.49	86.86	89.31	86.69	86.88	87.32	87.81	89.45	88.82	88.16	87.85	88.14	88.09	88.08	88.51	89.14	88.79	86.44	84.83	88.09	85.42	86.29	85.90
965	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.43	88.47	87.84	87.28	87.33	88.72	89.74	87.40	87.61	87.62	88.25	75.86	88.97	87.18	87.76	87.32	87.32	87.63	89.26	89.71	87.62	85.16	86.92	88.23	86.44	87.42
966	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.28	88.47	87.87	87.06	88.67	87.81	87.07	86.92	86.52	87.84	74.26	89.27	88.89	88.69	88.46	74.84	89.59	74.79	86.35	75.02	86.15	86.10	88.03	86.49	87.64	85.37
967	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	87.50	87.29	86.65	87.96	87.59	87.10	87.74	88.27	87.40	87.85	87.42	87.98	87.83	86.95	88.36	88.88	87.79	87.81	89.61	89.74	85.73	84.95	87.53	85.58	87.58	84.19
996	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	86.71	90.40	88.37	88.06	88.10	88.96	87.13	85.79	87.26	70.94	87.87	88.39	90.25	86.67	87.52	88.83	87.55	89.20	74.85	88.21	85.71	85.45	83.33	88.49	84.47	86.96
997	372	24	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	84.53	85.16	72.25	87.46	89.60	87.23	87.86	88.63	86.81	88.03	73.17	87.87	87.53	88.68	86.79	73.42	89.10	73.66	88.26	88.71	84.92	82.66	87.19	85.04	85.58	86.42
998	372	24	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	85.83	87.61	86.77	89.52	88.23	85.64	89.18	88.41	72.89	87.16	74.84	88.57	74.62	87.11	87.64	87.03	88.23	88.94	88.59	88.58	86.70	85.61	86.40	86.75	84.97	86.21
999	372	24	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	86.98	88.92	87.96	89.08	87.82	88.20	88.16	87.69	88.82	87.19	88.19	88.33	86.75	73.16	72.60	85.47	86.36	86.49	87.35	88.80	83.18	85.74	87.85	85.80	86.09	85.31
1028	372	24	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	85.74	88.09	88.42	85.60	87.44	89.17	73.86	87.24	88.32	86.89	89.83	88.53	88.47	84.80	87.76	87.27	88.64	87.48	86.53	87.09	85.63	86.11	55.65	85.77	84.99	87.44
1029	372	24	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.42	86.69	84.85	88.17	87.37	74.89	88.03	85.47	88.75	73.64	88.01	89.28	87.80	86.24	88.01	86.74	87.76	89.55	74.26	87.18	85.86	85.17	83.95	87.25	86.98	85.66
1030	372	24	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	86.85	89.00	87.87	87.28	86.39	89.18	55.74	86.03	86.57	83.08	87.85	75.52	89.11	86.15	87.65	89.32	86.54	89.71	75.07	87.97	85.19	84.67	87.54	54.97	86.79	85.93
1031	372	24	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	86.61	87.30	87.09	88.14	88.09	87.86	87.30	86.58	87.51	87.86	88.65	74.29	89.54	87.00	87.08	86.54	86.07	89.22	74.13	88.40	85.02	56.71	57.07	85.61	85.81	86.34
1060	372	24	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	40.50	42.17	41.54	40.81	41.49	39.01	48.49	48.17	40.55	41.22	39.31	41.62	39.59	38.77	40.53	43.50	41.62	46.70	39.71	39.71	39.21	39.52	40.92	44.17	39.28	41.27
1061	372	24	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	41.92	41.94	41.98	49.72	41.89	41.91	39.82	40.83	48.41	41.27	39.38	40.14	39.62	39.45	41.42	39.00	39.46	40.95	39.57	41.03	39.13	39.20	39.54	41.05	40.85	41.42
1062	372	24	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	46.99	41.63	41.05	40.93	41.48	39.88	39.64	41.15	49.47	40.75	39.47	41.52	39.31	38.85	40.91	40.63	39.41	40.63	39.86	42.30	41.36	41.12	39.51	41.40	40.41	41.00
1063	372	24	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	46.54	40.41	41.72	41.83	41.70	39.40	39.92	40.83	40.53	46.33	40.46	47.20	50.39	40.63	40.95	39.14	40.86	49.42	54.71	39.47	41.19	40.03	39.34	44.47	39.90	41.30
1092	372	24	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	39.00	47.91	41.05	41.54	41.87	46.35	39.41	41.22	39.77	41.55	41.38	49.71	49.64	48.69	49.42	51.05	40.71	38.95	48.86	41.65	38.30	41.64	44.84	41.36	41.08	47.21
1093	372	24	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	40.59	41.04	41.76	41.96	41.55	42.30	85.41	48.24	40.19	40.98	39.33	47.77	39.26	49.25	40.83	48.66	40.93	49.20	49.07	41.63	40.10	40.10	39.46	41.52	40.34	40.68
1094	372	24	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	41.24	41.93	41.26	41.21	41.99	47.23	40.77	40.25	38.90	40.40	47.53	39.91	49.07	47.53	41.81	39.22	40.95	46.40	42.90	48.77	43.55	46.00	40.90	40.79	40.69	41.41
1095	372	24	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	40.12	48.37	41.27	41.70	41.91	39.89	49.08	47.83	41.07	40.08	39.70	41.60	45.90	43.34	40.98	48.34	40.81	48.54	42.02	38.75	43.43	39.33	38.52	40.99	41.46	45.64
1124	372	24	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	40.34	41.28	41.62	49.79	41.51	41.83	40.50	39.98	38.93	41.37	47.71	41.84	38.53	41.64	40.71	41.24	46.38	39.04	39.07	41.60	40.26	40.35	38.78	40.78	41.09	41.26
1125	372	24	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	41.39	41.06	41.70	41.83	41.63	41.82	47.60	39.64	47.92	40.71	49.29	39.26	38.85	39.76	40.84	50.39	40.76	44.36	48.62	38.65	40.23	40.63	39.37	41.40	41.16	41.52
1126	372	24	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	41.46	41.39	47.26	41.30	41.67	41.48	49.15	40.82	40.15	39.91	41.69	41.11	46.96	41.71	41.81	44.39	41.05	41.25	42.09	48.80	39.77	39.85	39.03	41.27	40.27	46.01
1127	372	24	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	41.40	41.05	41.56	41.57	41.71	39.71	49.17	40.36	41.10	41.88	40.59	41.06	39.65	40.74	40.66	46.89	45.75	40.60	41.51	41.66	39.84	40.28	40.10	40.52	44.74	40.93

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
4	372	24	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	88.97	86.32	92.32	91.27	88.87	89.80	89.10	89.40	89.32	86.25	90.02	89.90	90.28	86.86	89.02	90.27	91.35	92.61	86.85	89.37	24.42	89.34	89.59	89.42	87.07	89.19
5	372	24	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	92.54	90.93	89.14	89.89	91.60	86.52	87.60	91.73	90.97	90.23	90.77	89.29	90.37	90.57	88.17	90.43	24.42	87.87	87.81	87.89	91.10	88.01	88.96	89.92	88.89	88.10
6	372	24	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	90.92	90.34	90.72	92.39	89.71	91.59	91.75	89.15	90.98	89.53	89.42	89.60	89.96	90.06	88.11	89.03	88.99	92.06	91.55	89.91	90.34	89.76	92.37	88.53	90.10	90.06
7	372	24	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	88.64	90.25	89.14	93.91	88.51	87.79	88.92	90.55	24.42	88.68	91.49	89.72	91.03	90.51	92.29	90.06	92.23	89.89	89.84	90.36	93.06	89.99	91.20	91.48	89.48	88.44
36	372	24	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	90.37	84.39	90.64	89.89	90.74	89.13	88.20	86.79	92.10	89.01	87.97	89.10	91.46	90.12	87.25	90.11	89.12	88.54	89.63	88.87	82.56	87.70	79.70	90.01	87.97	89.35
37	372	24	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	89.47	92.14	92.63	87.81	92.68	88.41	91.56	90.20	92.38	92.24	91.64	88.12	91.21	90.44	90.90	90.14	91.91	88.85	92.44	91.08	88.49	90.52	93.51	90.02	91.55	91.52
38	372	24	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	88.75	85.35	93.08	90.36	91.52	89.37	91.94	86.42	90.20	90.84	90.54	89.91	90.24	91.03	89.56	90.81	91.24	89.39	91.07	90.19	89.28	90.40	94.16	88.73	88.45	90.68
39	372	24	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	91.58	89.47	90.16	87.98	91.19	87.52	87.65	91.26	89.28	91.11	89.35	88.45	90.09	89.90	89.29	87.03	86.59	89.07	90.76	90.77	92.42	87.47	89.75	90.78	88.45	88.15
68	372	24	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.97	92.41	69.36	86.88	66.76	86.52	65.16	84.56	90.02	88.39	89.88	87.16	91.56	87.68	88.15	90.86	90.29	90.74	90.21	90.33	87.45	89.52	90.23	89.40	89.12	88.44
69	372	24	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	92.79	90.45	89.21	89.97	88.56	91.45	91.16	87.10	90.41	91.68	89.93	87.24	92.50	89.69	90.00	87.10	91.55	92.33	88.38	92.47	89.66	89.31	89.57	66.62	86.66	88.89
70	372	24	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	84.97	68.33	91.06	89.84	86.25	86.06	85.62	88.36	88.91	90.24	89.54	89.87	91.13	87.01	89.96	89.11	89.49	90.11	90.32	88.27	69.77	87.40	90.23	85.85	87.64	87.27
71	372	24	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	91.25	69.10	92.39	92.34	88.90	88.92	90.61	91.55	91.69	90.22	90.37	89.71	89.52	91.26	88.29	90.57	82.06	89.77	91.43	90.26	89.98	90.94	89.39	91.01	88.99	89.29
100	372	24	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	90.71	92.88	89.96	89.22	90.63	69.73	88.43	89.89	88.73	88.55	85.59	89.07	88.78	88.94	91.53	92.23	91.11	88.47	91.81	89.55	90.48	90.65	91.65	60.76	90.21	89.79
101	372	24	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	24.42	90.56	91.71	92.07	90.85	89.90	90.06	90.85	91.29	92.32	90.08	92.30	88.64	89.93	86.92	90.67	91.47	90.26	89.39	90.84	91.36	91.92	89.25	91.38	91.57	91.30
102	372	24	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.56	90.73	90.32	92.12	90.44	90.30	89.49	90.78	87.94	90.40	90.84	88.03	91.98	90.28	59.95	92.94	90.14	85.35	91.00	91.48	83.51	92.88	91.66	60.73	89.22	90.43
103	372	24	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	87.65	91.74	89.15	92.09	89.25	90.12	90.93	89.01	91.65	91.48	91.30	90.33	90.43	92.15	92.36	92.03	91.49	92.35	92.96	90.17	91.72	89.47	91.40	69.17	90.96	89.92
132	372	24	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	89.90	91.94	88.43	85.28	90.93	88.94	88.93	84.90	86.42	91.80	90.89	90.45	88.26	86.75	88.31	92.43	89.65	87.13	91.44	68.64	90.08	62.24	86.66	92.58	85.75	90.04
133	372	24	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	91.44	87.12	87.89	85.59	91.44	87.52	90.13	89.40	87.03	92.20	92.19	68.75	90.31	91.82	87.30	91.25	89.95	87.59	91.10	90.00	91.96	92.14	91.08	90.73	89.35	90.93
134	372	24	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	91.70	86.87	89.33	87.28	90.12	89.23	90.11	90.23	89.78	90.74	92.52	89.39	89.64	91.13	89.32	92.86	86.96	89.30	91.26	70.18	89.75	89.20	92.56	88.42	89.26	89.29
135	372	24	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	89.75	91.28	92.22	86.87	89.21	90.18	91.26	89.25	91.38	92.42	87.31	68.27	94.39	92.16	88.73	86.63	88.45	90.07	90.56	92.51	91.96	89.77	90.80	91.68	88.27	92.55
164	372	24	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	84.82	86.09	92.37	86.74	91.77	87.62	88.73	85.97	70.25	91.34	89.32	89.07	84.69	87.97	90.74	92.01	92.44	92.24	91.21	69.80	91.00	90.00	91.62	90.69	90.50	89.67
165	372	24	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	90.01	90.10	90.63	89.59	88.10	89.19	91.84	87.85	91.59	91.22	89.95	90.52	90.69	90.11	91.09	87.59	90.24	87.64	89.20	90.51	92.06	91.57	92.90	90.48	92.11	90.67
166	372	24	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.30	93.50	90.66	88.94	94.20	89.33	90.95	91.66	86.79	87.83	90.60	89.35	90.50	91.97	91.87	87.79	90.44	70.49	88.59	90.72	88.48	89.31	62.88	91.17	90.27	89.94
167	372	24	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	90.98	90.54	93.03	91.82	90.03	91.04	70.16	91.48	93.72	89.17	92.95	85.11	92.54	69.91	85.85	91.09	90.62	91.51	87.19	87.97	90.86	90.64	89.79	92.96	91.24	91.47
196	372	24	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	37.47	40.53	40.80	40.51	37.29	38.53	41.52	37.59	37.99	40.79	40.08	38.40	38.07	37.99	40.34	37.84	40.04	37.69	40.62	37.88	37.98	39.78	38.36	40.31	39.92	39.99
197	372	24	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	37.37	37.42	37.63	40.54	40.49	37.85	38.41	37.93	37.45	37.70	37.98	37.96	38.38	39.96	40.38	37.96	40.91	37.59	38.11	37.71	39.88	40.55	39.68	40.07	39.95	39.95
198	372	24	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	38.52	37.81	40.69	40.72	37.98	38.21	38.95	39.97	37.71	37.21	38.25	38.42	37.97	37.55	40.14	37.70	37.42	83.85	37.97	40.22	37.82	39.74	37.83	40.07	40.23	40.19
199	372	24	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	37.97	38.43	40.24	40.79	37.07	38.10	87.24	39.96	37.63	38.01	37.85	40.11	89.87	40.68	40.40	38.65	37.89	37.81	37.96	38.25	39.83	40.12	38.25	39.92	40.20	39.60
228	372	24	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	38.24	40.50	37.37	39.88	37.69	38.08	41.80	40.12	37.98	40.78	38.57	38.41	38.11	37.70	40.91	39.83	38.24	37.70	37.95	38.25	39.26	39.72	38.35	40.06	40.49	40.29
229	372	24	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	38.39	37.94	37.96	38.50	37.95	37.97	38.27	40.63	37.97	38.11	38.43	37.77	37.99	37.83	48.55	37.99	39.88	37.95	40.34	42.95	40.49	42.11	39.61	39.95	39.79	39.86
230	372	24	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	37.25	43.58	38.39	40.68	37.80	37.84	37.88	40.08	38.41	37.54	38.51	41.90	38.26	38.09	49.26	37.81	40.70	84.91	37.71	37.84	39.58	39.96	37.79	39.95	39.96	39.95
231	372	24	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	37.41	40.23	37.58	40.37	38.01	38.24	38.08	39.96	38.43	37.96	38.38	38.69	24.42	40.35	37.52	37.49	37.95	38.52	43.07	40.11	39.45	39.83	37.88	39.92	38.15	40.56
260	372	24	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	37.98	40.20	37.69	40.54	38.07	37.57	38.40	38.40	37.43	37.86	38.69	38.58	38.39	39.38	38.08	38.26	40.26	38.00	40.07	38.30	38.01	39.85	38.13	40.38	39.86	40.17
261	372	24	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	37.98	37.94	37.68	40.71	37.96	38.33	38.15	38.15	38.38	39.97	38.10	40.31	38.11	39.66	37.95	37.70	37.70	37.65	38.01	40.34	42.66	39.95	37.99	40.11	39.92	40.06
262	372	24	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	38.24	38.23	49.01	38.17	37.95	38.22	38.52	38.41	38.13	37.58	38.01	38.68	42.62	40.35	38.35	37.57	38.13	87.44	41.82	38.11	40.07	39.87	38.15	39.92	37.98	39.93
263	372	24	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	38.25	40.27	37.39	40.69	43.27	38.24	38.15	40.00	38.24	37.96	40.02	38.28	38.28	38.65	40.33	38.38	39.67	38.08	37.81	40.22	39.80	39.80	37.75	39.90	39.96	39.95
292	372	24	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	88.88	88.43	87.62	92.16	91.05	89.95	88.92	90.40	89.02	90.43	89.26	89.23	90.31	88.31	88.71	90.36	24.42	89.74	91.35	87.97	24.42	89.04	88.20	62.54	90.36	90.38
293	372	24	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	88.65	89.31	89.72	89.31	92.68	88.31	90.82	90.37	90.91	90.65	87.98	87.97	91.35	89.01	89.22	89.34	90.58	90.64	92.56	89.43	90.57	89.62	91.00	90.06	89.78	88.26
294	372	24	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.10	89.85	91.97	90.40	91.56	87.93	91.78	91.26	88.44	91.08	91.61	88.78	90.32	89.50	89.08	91.52	90.08	89.71	91.88	90.07	91.80	91.46	89.38	89.94	89.07	88.15
295	372	24	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.08	85.29	91.11	86.87	92.48	89.11	90.75	90.56	91.35	90.03	89.23	89.65	91.46	87.00	88.60	88.67	89.60	91.24	90.99	89.57	90.24	89.85	91.09	90.25	89.82	86.80
324	372	24	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	90.48	70.14	89.72	88.52	91.37	88.31	92.00	89.76	88.12	90.69	88.18	89.04	91.17	89.97	76.11	90.41	83.04	91.55	90.44	88.49	86.59	63.72	86.68	85.05	65.70	83.30
325	372	24	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	90.21	90.58	92.65	89.83	92.62	89.64	91.84	89.94	91.16	91.58	89.94	92.01	91.10	92.48	89.90	91.63	88.08	91.49	91.12	89.13	87.59	90.28	89.28	90.77	88.70	87.58
326	372	24	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	91.02	89.18	90.81	89.71	90.87	89.33	89.96	89.85	90.89	88.89	89.42	89.75	91.78	93.23	87.58	89.93	91.15	87.21	88.73	89.89	89.90	90.32	90.31	89.98	66.45	66.99
327	372	24	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	88.73	86.47	92.46	83.75	89.32	90.63	89.29	89.66	90.41	92.05	94.04	90.10	89.78	90.37	90.10	90.45	92.64	88.35	90.16	89.59	87.03	90.43	89.55	84.54	87.72	89.99
356	372	24	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	90.26	66.76	89.29	84.79	89.16	87.66	91.27	94.16	83.96	24.42	90.42	90.08	90.58	90.67	91.13	88.31	90.22	89.07	88.23	88.97	65.05	88.71	90.22	85.42	90.94	87.29
357	372	24	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	71.45	91.19	91.07	64.28	90.88	90.43	91.79	90.65	86.66	85.89	88.43	88.41	90.16	86.57	90.15	85.21	90.63	86.98	89.38	89.41	65.79	67.98	91.46	89.99	89.66	90.54
358	372	24	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	90.14	91.82	86.77	89.28	92.73	88.95	87.56	88.03	89.72	89.51	89.30	90.09	89.65	84.98	91.21	92.61	88.38	90.43	90.72	90.79	91.83	66.60	88.30	67.74	67.66	87.28
359	372	24	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	91.60	87.72	89.21	90.69	91.11	89.05	91.35	91.30	85.10	89.40	89.61	90.55	91.38	91.15	90.52	85.21	91.25	90.86	91.16	92.10	87.40	88.85	71.06	68.78	69.65	89.71
388	372	24	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	91.04	86.35	93.62	92.13	90.85	89.16	90.88	90.13	91.58	91.75	93.30	68.52	92.22	90.93	91.13	90.33	90.90	91.07	89.92	92.27	90.15	90.69	90.92	90.27	91.55	91.40
389	372	24	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	89.49	90.15	90.71	90.63	89.85	88.23	90.15	90.34	94.19	91.67	90.61	90.59	91.82	91.80	90.49	90.39	90.61	91.32	91.36	91.33	91.47	91.94	90.65	92.06	82.73	92.36
390	372	24	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	92.02	89.38	85.92	85.53	90.55	89.67	90.70	90.36	90.20	92.49	89.67	89.93	90.61	89.48	84.28	92.59	89.16	71.61	89.97	90.30	92.04	87.52	92.91	61.01	90.12	60.37
391	372	24	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	91.83	92.84	92.09	91.56	93.76	91.87	90.29	90.50	91.92	91.30	91.52	69.79	92.16	91.80	88.53	89.99	88.47	88.68	69.48	90.65	91.22	83.90	61.30	91.07	91.97	91.32
420	372	24	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	90.46	90.51	88.28	85.67	89.38	88.12	90.17	89.62	90.37	91.13	88.23	90.02	91.30	90.22	89.66	91.42	90.32	91.54	89.80	69.09	91.00	60.75	92.06	88.62	86.71	90.04
421	372	24	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	88.07	91.46	89.82	90.25	90.73	91.86	87.08	91.55	90.10	70.00	89.75	90.28	90.20	91.86	69.68	88.63	87.34	88.37	92.37	70.18	86.54	90.28	85.90	91.38	89.83	87.24
422	372	24	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	68.63	89.33	93.23	89.69	86.88	90.18	90.06	90.36	91.68	91.79	90.50	89.80	91.24	90.74	90.06	91.69	85.55	68.63	90.42	90.40	90.77	91.34	92.47	87.27	88.96	89.85
423	372	24	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	90.33	89.77	90.71	87.70	90.88	87.30	90.60	89.92	91.32	87.38	90.68	92.56	90.99	86.46	90.26	90.44	89.70	87.55	91.46	69.24	90.24	90.66	91.42	90.10	89.87	88.59
452	372	24	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	90.02	87.55	89.47	90.51	84.41	91.47	92.95	68.62	69.95	92.18	88.01	91.56	89.63	85.52	83.67	92.88	91.57	88.61	91.49	88.01	91.29	87.65	88.92	91.70	89.27	90.21
453	372	24	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	92.07	86.92	90.87	86.40	88.48	91.15	90.48	90.23	87.73	91.90	93.68	87.67	93.06	90.57	89.07	90.54	90.10	91.35	90.21	89.86	89.59	92.12	92.24	90.54	91.85	90.38
454	372	24	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	90.52	86.43	90.57	88.46	90.67	87.24	92.16	93.20	90.09	89.78	89.88	88.36	90.88	89.98	86.86	90.23	69.86	85.58	90.22	90.09	89.10	89.23	88.74	91.41	92.64	92.16
455	372	24	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	90.97	88.26	92.07	88.00	90.24	91.50	85.56	90.12	89.39	90.70	69.20	69.44	91.51	89.96	89.76	90.44	90.85	89.18	90.06	90.60	92.00	91.20	90.89	89.91	88.29	90.70
484	372	24	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	37.92	38.23	36.12	40.23	40.68	42.28	38.10	40.94	37.67	40.71	37.85	37.84	38.25	40.50	38.04	88.76	37.80	37.74	38.00	40.77	39.95	39.86	39.92	40.16	40.37	40.52
485	372	24	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	37.69	37.38	37.62	40.51	37.69	37.83	37.84	40.42	38.24	40.69	38.41	40.63	37.51	38.07	37.95	37.67	37.52	37.88	41.89	38.01	39.94	40.22	38.30	39.92	40.44	40.50
486	372	24	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	37.65	37.69	37.68	40.68	40.63	38.53	38.35	40.39	38.70	37.70	38.55	40.18	38.50	37.19	37.72	43.32	37.56	38.23	38.01	38.40	38.41	39.83	37.81	39.91	39.83	39.95
487	372	24	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	38.08	37.68	38.19	40.26	38.19	37.84	38.06	40.51	37.56	37.85	37.74	38.09	37.95	38.38	40.68	38.06	37.95	37.52	38.09	37.73	39.86	39.91	38.01	40.32	39.96	38.13
516	372	24	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	37.98	40.21	37.97	38.02	37.68	37.94	38.26	37.41	38.06	37.41	38.17	38.10	38.38	37.86	38.24	44.00	37.86	37.37	37.69	40.24	39.91	40.12	37.95	39.95	39.99	39.77
517	372	24	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	38.18	40.38	37.30	37.35	37.92	37.57	38.14	39.12	36.98	37.83	38.43	40.10	37.99	37.67	40.63	38.07	40.15	41.35	37.85	37.97	39.51	39.85	38.46	40.28	39.92	39.82
518	372	24	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	37.96	38.48	37.70	38.24	37.66	38.38	38.25	39.81	37.82	41.58	37.62	40.66	38.67	38.12	40.18	43.08	37.77	37.78	38.24	38.25	39.61	39.73	38.03	40.07	40.13	40.04
519	372	24	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	38.37	40.68	37.56	37.94	37.97	37.78	38.23	40.68	38.27	38.10	38.40	37.84	37.95	42.88	40.14	37.70	39.71	37.97	38.07	37.82	38.19	39.93	39.94	39.83	40.05	39.83
548	372	24	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	38.24	38.26	37.25	37.83	37.98	38.15	38.08	37.98	37.94	37.70	39.62	40.08	37.97	38.11	40.51	38.10	37.68	36.72	38.00	38.26	38.01	40.09	37.79	39.80	40.04	39.80
549	372	24	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	37.72	37.70	37.80	37.69	37.40	38.40	38.09	40.25	37.74	37.82	38.42	37.74	38.13	38.08	40.61	38.30	37.34	38.12	38.27	37.84	38.03	39.87	37.86	39.92	39.88	40.20
550	372	24	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	38.21	37.97	37.97	37.97	40.68	38.10	38.25	38.13	37.70	37.84	38.43	37.97	38.13	38.26	39.99	37.97	37.81	37.82	37.59	38.03	40.00	40.24	39.95	40.04	39.90	40.11
551	372	24	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	38.37	37.68	37.52	40.26	37.69	38.39	42.24	39.96	87.51	37.99	38.26	38.81	38.68	37.90	40.19	38.27	38.01	38.40	37.59	42.73	39.50	39.55	38.31	39.95	39.83	39.68
580	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.40	90.74	90.11	88.84	91.07	90.05	89.10	87.68	88.40	89.45	89.34	88.11	88.81	87.32	86.00	90.82	88.75	90.02	89.48	90.56	90.43	89.06	90.02	88.34	88.02	89.27
581	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.94	90.10	89.41	88.63	89.89	86.69	88.24	88.70	90.15	89.67	88.59	87.82	88.00	89.20	86.99	88.21	90.80	89.64	89.14	89.73	90.16	88.55	88.69	89.70	90.00	87.48
582	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	91.20	90.81	90.29	89.12	89.91	90.29	90.79	90.37	89.15	90.19	89.86	88.36	88.30	89.06	86.13	90.14	90.82	88.08	89.92	84.95	89.76	90.32	91.52	87.21	87.27	87.01
583	372	24	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.37	88.59	89.15	89.50	88.64	88.98	87.34	89.54	89.08	89.56	89.92	86.43	86.57	88.07	88.42	89.59	90.48	90.28	89.87	87.43	89.06	87.81	91.27	87.59	86.43	86.78
612	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.06	89.84	91.45	89.96	89.79	88.82	90.68	91.53	90.22	90.14	89.55	90.03	90.35	91.07	89.90	90.72	92.46	90.32	90.23	91.17	92.73	89.86	91.41	89.49	91.09	89.37
613	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.11	88.86	90.31	90.33	88.80	87.55	91.60	89.94	90.02	90.37	90.70	89.15	89.78	91.15	89.70	89.70	90.40	88.94	89.79	91.20	91.63	88.63	91.32	89.87	88.99	90.34
614	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.52	90.44	89.62	90.77	88.56	88.54	88.13	89.05	89.88	91.12	90.30	90.28	91.38	90.02	90.57	89.85	89.71	90.76	93.26	90.66	89.83	88.95	91.75	90.91	88.73	87.76
615	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.81	92.72	88.77	88.07	89.92	90.75	90.10	89.92	88.93	88.56	92.28	89.17	91.10	92.06	90.62	89.47	91.43	89.41	89.98	87.57	88.92	88.23	90.02	88.63	85.99	89.51
644	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.27	89.77	92.89	89.40	90.98	91.80	90.96	88.59	91.02	87.16	90.91	88.73	92.65	89.79	88.80	90.93	88.81	89.15	90.85	90.34	89.55	91.29	92.92	90.60	91.85	89.21
645	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.56	90.56	91.78	90.50	89.14	87.57	91.53	87.84	91.17	87.45	90.37	90.00	90.66	91.06	91.07	90.44	90.23	90.19	92.29	88.93	88.71	89.16	91.78	90.76	90.76	88.51
646	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.73	91.34	91.28	90.76	91.23	89.47	90.46	90.10	90.79	90.32	93.85	90.06	87.95	90.78	91.49	90.73	92.04	90.10	90.61	90.45	90.43	88.43	92.87	89.29	89.96	88.26
647	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	93.05	92.21	88.11	89.20	92.75	87.36	88.68	91.08	91.67	89.14	91.38	90.66	91.33	92.01	88.85	90.72	92.54	89.10	89.92	88.30	91.55	89.72	93.10	90.96	91.73	89.89
676	372	24	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.66	91.54	88.51	90.55	91.75	89.73	89.89	89.69	69.55	88.15	90.03	88.76	88.93	69.37	88.92	90.44	92.79	88.90	91.27	87.17	89.99	87.02	89.10	88.72	89.47	89.91
677	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.59	91.53	90.64	91.64	90.53	90.09	86.68	87.81	69.96	89.84	89.47	70.02	92.02	91.43	91.06	90.23	90.66	92.24	89.52	89.86	87.92	87.94	90.30	88.48	89.71	86.39
678	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	87.20	91.70	91.76	90.11	89.00	87.22	93.21	88.42	89.86	89.61	89.88	88.98	90.47	88.82	89.14	90.04	90.06	89.95	67.79	88.36	91.32	90.58	89.43	89.58	87.99	88.49
679	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	85.24	88.56	91.02	90.77	89.95	87.83	91.54	89.39	89.53	88.50	69.81	89.28	89.86	90.00	91.01	88.44	88.25	91.23	69.71	88.15	88.55	87.07	89.26	88.84	90.46	90.36
708	372	24	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.79	91.91	92.11	90.36	88.58	88.47	91.39	89.26	90.03	68.97	89.84	88.63	93.14	88.42	90.09	89.32	88.88	90.95	69.18	89.33	90.82	91.05	90.11	89.45	88.60	89.87
709	372	24	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.24	70.05	92.41	90.53	91.11	88.23	69.68	69.77	90.25	91.01	89.79	69.27	92.41	91.42	90.08	69.46	90.75	90.89	90.81	90.78	90.61	90.07	90.88	90.51	89.00	87.56
710	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.73	91.04	90.43	89.28	82.46	89.56	91.65	90.41	90.04	89.89	91.87	68.53	90.07	93.37	87.59	91.20	91.77	90.73	91.75	90.15	90.93	89.06	92.35	91.00	91.59	87.63
711	372	24	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.24	90.13	91.26	87.81	92.18	89.87	88.85	91.80	92.09	90.14	69.87	68.44	69.73	90.06	87.39	91.58	89.73	91.12	68.68	69.65	90.19	90.30	62.23	89.30	89.30	89.74
740	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.43	89.56	91.28	91.83	90.35	90.25	92.08	91.11	92.57	92.47	89.41	69.52	92.89	87.42	90.33	90.50	91.28	87.30	87.10	68.78	88.67	90.43	61.12	90.26	61.49	91.78
741	372	24	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	92.25	91.48	90.55	90.25	92.25	91.43	92.61	90.33	89.74	58.01	90.41	90.49	91.92	87.32	59.66	91.07	91.12	90.66	90.16	87.68	86.98	90.42	92.23	60.21	89.99	89.60
742	372	24	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	90.65	69.87	92.47	90.43	90.14	88.08	90.49	89.80	91.89	69.69	69.04	69.03	68.99	90.51	89.42	89.87	91.26	69.64	68.51	90.94	92.43	90.11	91.38	59.25	87.91	68.68
743	372	24	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	90.33	91.74	91.42	91.86	92.74	90.85	92.22	91.44	90.30	70.18	91.22	90.51	91.49	70.65	90.52	88.78	89.17	89.48	92.05	68.81	92.27	88.32	91.92	90.79	89.36	89.46
772	372	24	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	40.22	42.94	40.52	40.37	40.05	40.10	37.08	39.84	40.27	39.46	37.58	40.16	38.43	40.08	41.34	40.22	40.11	42.73	37.82	37.85	34.03	39.16	36.90	38.44	42.36	38.01
773	372	24	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	37.94	40.48	40.49	40.33	41.77	36.80	43.09	40.70	40.27	40.09	41.28	37.57	37.81	39.82	40.11	37.42	40.21	42.32	37.54	40.89	38.98	39.49	39.93	40.56	39.87	40.85
774	372	24	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	38.11	40.66	39.90	40.13	40.78	42.63	43.03	39.98	37.26	39.53	37.63	40.80	38.84	43.26	39.69	36.66	40.08	40.40	37.96	37.45	39.58	39.47	36.86	40.62	42.39	40.66
775	372	24	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	37.20	39.83	40.67	40.61	39.93	43.38	38.09	40.13	40.72	39.42	44.38	37.55	41.18	40.15	40.09	37.54	37.45	36.83	37.70	37.90	39.59	39.52	37.99	39.77	40.50	40.77
804	372	24	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	40.23	43.18	40.20	39.95	40.66	40.81	37.25	39.97	38.99	41.67	43.36	49.26	40.84	42.36	39.65	39.33	39.96	42.35	40.89	37.54	40.11	39.16	39.37	40.64	40.25	40.77
805	372	24	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	38.38	40.49	40.66	40.02	40.53	37.24	42.14	41.65	39.85	40.48	40.91	40.07	36.98	39.50	41.14	37.53	40.09	41.22	41.12	40.83	39.68	39.97	37.83	39.50	40.44	38.68
806	372	24	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	42.53	40.65	40.63	40.76	40.29	38.04	38.00	40.97	41.34	39.19	40.35	40.78	37.30	39.34	39.92	37.38	40.12	37.32	38.10	42.28	37.34	39.19	36.43	40.60	40.57	40.83
807	372	24	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	37.66	39.99	42.36	40.28	42.87	41.72	43.49	39.82	40.27	39.70	40.08	42.64	41.73	41.98	40.40	37.80	39.41	39.91	40.07	40.38	39.38	39.24	40.14	40.10	40.35	40.28
836	372	24	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	40.66	40.69	40.36	40.51	42.18	42.47	35.83	38.85	40.05	36.48	40.08	40.90	37.37	43.09	42.57	37.55	39.64	36.54	37.60	40.91	40.21	40.62	38.10	40.64	40.12	38.18
837	372	24	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	40.67	40.38	42.89	40.20	40.75	41.35	35.66	39.98	39.27	41.56	40.78	39.96	37.83	39.95	42.12	36.60	40.15	40.56	41.98	40.72	39.99	39.02	38.42	40.75	40.23	40.67
838	372	24	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	40.05	41.84	40.66	40.35	40.39	40.91	41.93	43.16	40.80	39.59	38.04	40.83	38.05	39.65	40.67	37.27	39.83	32.14	38.12	42.34	39.99	39.38	40.12	40.11	40.53	40.66
839	372	24	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	38.12	40.52	37.73	40.68	40.32	40.80	37.82	42.01	41.94	39.85	36.26	40.90	40.81	39.92	39.94	37.57	37.29	40.69	37.82	42.22	39.99	34.59	39.83	40.83	39.80	40.74
868	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.03	88.91	91.59	88.31	91.05	88.56	87.76	88.51	85.88	88.65	90.34	87.07	89.55	87.84	89.59	89.51	91.13	88.76	88.33	87.75	92.10	86.71	91.37	87.42	89.66	89.19
869	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.80	88.31	90.34	90.65	90.85	89.08	89.81	87.54	85.32	86.66	91.08	88.99	90.96	89.27	87.54	88.34	92.26	88.06	89.62	89.60	91.01	87.19	90.28	87.57	88.64	87.23
870	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.16	89.61	90.46	89.24	90.74	90.01	90.09	88.12	88.25	89.29	88.58	89.29	88.03	87.73	90.97	89.44	91.06	89.82	88.52	90.40	90.62	91.93	90.36	87.88	91.75	88.02
871	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.34	91.11	90.74	88.52	90.26	83.82	91.25	89.52	87.88	88.77	89.88	89.60	85.46	89.26	89.68	90.03	88.37	90.08	89.29	88.23	88.82	89.57	91.45	88.87	88.61	85.57
900	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.66	89.31	89.44	88.59	90.56	86.59	90.10	90.79	89.79	91.08	89.34	87.12	89.65	91.74	89.94	90.24	89.83	90.64	87.55	88.43	91.27	88.52	93.77	93.23	89.43	90.53
901	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.87	89.25	90.85	91.07	90.80	91.07	90.76	90.35	89.87	87.99	88.29	89.14	90.48	91.15	89.58	89.79	91.74	91.17	89.23	89.59	91.76	90.71	90.16	88.93	88.22	88.76
902	372	24	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	87.94	90.68	90.76	89.48	90.04	90.01	88.43	91.33	89.09	90.24	91.68	87.83	90.32	91.33	87.06	89.37	90.37	90.18	89.21	88.47	90.57	89.72	93.35	88.59	89.61	88.32
903	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	91.03	89.97	89.83	90.08	91.81	88.16	91.40	88.67	89.35	91.27	89.29	89.98	90.10	90.18	90.38	89.27	91.50	90.07	93.69	89.86	92.07	90.59	90.24	89.26	90.92	88.79
932	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.76	91.40	90.60	91.02	92.81	90.50	90.57	88.78	90.29	89.13	91.25	89.65	90.23	91.18	91.55	90.50	89.49	89.91	88.44	91.36	88.98	90.25	94.06	90.29	89.82	87.29
933	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.19	89.53	91.28	91.49	89.53	91.03	90.00	93.23	89.79	91.27	91.04	89.86	89.85	90.79	90.16	91.08	92.29	85.66	86.79	85.61	89.97	89.08	90.28	89.99	89.60	87.81
934	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	90.25	91.32	91.82	90.82	88.87	90.94	91.74	91.13	89.92	89.97	90.09	89.61	90.64	89.38	90.07	91.72	91.79	89.80	93.20	90.85	90.26	89.24	91.37	86.53	88.69	90.36
935	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.68	91.91	87.73	89.18	91.73	90.76	90.02	89.21	91.45	90.21	90.65	90.54	89.04	89.35	89.00	91.21	89.43	88.98	92.69	90.64	88.91	89.36	87.63	90.90	90.16	89.11
964	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	91.18	91.41	90.17	88.85	88.77	89.19	90.71	89.98	90.07	88.80	90.44	89.10	88.54	90.77	89.40	90.05	90.32	90.48	90.53	88.92	89.28	87.25	89.80	88.53	90.42	86.87
965	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.81	91.15	91.50	88.00	91.04	86.55	91.40	90.85	90.73	90.35	89.79	68.53	90.61	90.68	88.95	89.80	89.51	90.78	90.90	89.37	91.22	87.32	90.73	90.75	89.39	90.16
966	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	92.20	90.42	90.34	88.48	89.55	89.14	90.22	90.87	88.46	88.54	69.24	86.94	91.13	89.84	90.40	70.12	90.70	68.40	88.57	68.68	88.57	87.73	90.64	89.34	89.16	87.05
967	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.02	91.48	90.52	89.40	91.53	85.36	89.67	88.15	88.85	89.20	89.75	88.18	87.64	90.42	88.51	88.87	89.63	89.57	91.52	90.58	87.24	87.33	91.47	89.70	88.53	86.71
996	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.78	92.33	91.88	89.76	93.97	90.14	92.01	87.90	92.50	66.07	89.49	88.45	91.84	89.55	90.52	90.89	91.13	92.41	68.25	88.79	89.65	90.73	87.52	91.52	88.39	89.42
997	372	24	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	89.95	88.35	70.47	88.15	90.33	89.12	89.31	92.09	90.45	90.32	68.63	88.75	90.84	90.15	88.48	69.86	91.29	69.16	87.89	90.41	89.11	84.69	90.27	88.91	89.95	89.46
998	372	24	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	88.43	88.90	90.62	88.15	91.12	86.12	88.78	90.02	69.37	89.83	69.26	88.37	70.18	90.17	91.26	90.99	90.22	90.81	90.34	90.89	90.14	91.65	90.64	90.73	90.44	89.04
999	372	24	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.08	91.69	90.98	89.83	90.03	86.90	90.00	89.18	89.49	88.66	91.91	89.82	89.25	69.00	69.32	89.04	89.95	89.79	91.08	90.43	89.96	89.59	92.87	90.73	89.94	88.35
1028	372	24	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.11	91.41	93.45	88.28	90.21	89.79	68.91	90.06	89.62	90.21	89.48	88.29	87.94	87.65	91.21	92.25	93.12	89.38	88.11	85.43	92.19	90.64	62.24	89.23	91.64	90.22
1029	372	24	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.26	89.19	91.01	90.77	91.24	68.04	91.23	91.47	90.33	69.03	90.42	89.01	90.43	88.74	87.09	88.13	91.03	90.50	68.52	88.52	91.51	88.84	89.51	91.05	89.58	90.49
1030	372	24	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	93.36	92.37	90.03	90.33	90.69	90.35	60.21	89.69	89.18	86.83	87.93	68.57	91.71	89.58	91.48	92.32	90.46	91.78	68.72	90.54	89.59	89.11	91.56	60.75	90.85	90.32
1031	372	24	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.24	90.83	90.91	90.57	91.98	90.50	91.09	90.25	91.48	89.89	89.79	68.92	91.00	90.98	89.23	90.14	87.59	90.98	68.16	86.51	90.32	61.62	62.75	91.82	90.83	90.15
1060	372	24	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	37.69	40.53	40.69	39.66	40.30	37.31	41.15	41.34	39.57	40.13	37.11	40.91	37.68	36.81	39.75	37.40	40.76	41.73	37.87	37.19	39.18	38.96	40.65	38.68	37.58	40.53
1061	372	24	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	40.55	40.65	40.50	42.31	40.82	40.76	38.07	39.81	40.14	40.09	38.38	38.12	38.10	37.80	40.18	36.67	37.42	40.05	38.10	40.21	37.77	39.17	37.87	40.38	40.51	40.80
1062	372	24	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	41.54	40.36	39.92	40.24	40.28	37.46	37.37	39.97	41.94	39.72	37.97	40.66	37.53	37.41	39.90	39.68	37.44	39.44	37.62	40.89	40.53	40.39	37.77	40.76	40.26	40.53
1063	372	24	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	41.04	39.84	40.71	40.55	40.69	37.69	37.95	39.83	39.70	40.42	40.11	41.93	42.55	40.02	40.09	37.42	39.97	41.61	48.84	37.42	40.51	39.40	37.45	39.93	39.68	40.70
1092	372	24	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	36.07	42.36	40.23	40.69	40.78	41.24	37.77	40.05	39.04	40.27	40.63	43.38	41.64	41.57	43.61	42.04	39.93	37.09	41.25	40.60	33.34	40.67	40.18	40.63	40.62	42.15
1093	372	24	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	38.12	40.26	40.80	40.71	40.19	41.00	87.37	40.85	39.46	39.96	37.81	42.07	38.38	42.89	39.82	42.77	40.17	40.74	42.28	40.78	39.94	39.86	37.81	40.79	39.84	40.38
1094	372	24	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	40.16	40.65	40.35	40.10	40.80	41.28	40.06	39.41	37.08	39.69	41.59	37.86	42.81	41.36	40.84	37.94	40.09	40.86	41.43	42.66	38.68	38.63	40.64	40.24	40.30	40.64
1095	372	24	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	37.80	42.87	40.64	40.66	40.66	37.80	42.15	40.76	40.10	38.87	37.64	40.90	39.30	38.69	39.85	40.91	40.08	41.58	41.32	36.43	37.05	38.94	37.49	40.50	40.78	38.58
1124	372	24	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	37.72	40.00	40.78	42.43	40.07	40.77	39.70	39.09	37.18	40.15	42.08	40.92	37.56	40.78	39.94	39.89	41.77	36.78	36.97	40.91	39.76	39.99	37.61	40.10	40.76	40.40
1125	372	24	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	40.21	40.25	40.55	40.66	40.30	40.82	40.70	39.25	42.85	39.79	42.66	37.68	37.26	39.54	39.84	42.51	40.01	39.35	42.39	37.68	39.87	40.25	39.23	40.79	40.64	40.81
1126	372	24	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	40.43	40.52	42.05	40.53	40.39	40.37	41.52	39.64	39.30	39.11	40.78	40.53	40.52	36.24	40.65	39.20	40.12	39.83	40.51	43.01	39.74	39.40	38.00	40.67	40.04	39.82
1127	372	24	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	40.39	40.24	40.63	40.68	40.30	38.23	42.29	39.66	40.03	40.84	40.09	40.16	38.21	40.14	39.79	41.15	40.51	39.81	40.63	40.80	39.64	39.94	39.86	39.78	37.68	40.25

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
870	88.65	87.19	87.74	86.61	87.03	89.14	86.99	87.82	88.33	88.18	88.22	89.68	88.38	88.18	88.69	89.25	87.29	87.14	87.85	87.58	84.69	88.83	88.22	85.68	88.46	85.73	87.751923
900	86.64	88.34	87.36	87.57	88.51	88.71	86.54	90.19	87.57	87.87	88.29	87.45	89.41	88.29	87.20	88.52	86.85	86.58	86.49	87.01	87.53	86.05	88.19	89.23	85.78	87.26	87.670385
644	88.22	86.44	86.76	88.54	89.26	88.47	88.73	86.85	88.22	87.34	88.00	87.84	88.33	89.21	86.32	89.59	86.02	88.28	88.76	87.66	83.67	86.71	88.12	85.84	88.80	86.49	87.633462
964	85.60	87.81	88.58	88.49	86.86	89.31	86.69	86.88	87.32	87.81	89.45	88.82	88.16	87.85	88.14	88.09	88.08	88.51	89.14	88.79	86.44	84.83	88.09	85.42	86.29	85.90	87.590385
582	88.65	89.06	88.00	86.39	88.21	89.15	88.57	88.81	88.35	87.38	88.28	87.93	87.23	86.96	86.91	88.47	88.32	87.58	88.46	87.30	89.04	85.66	88.15	84.99	84.97	84.35	87.583462
645	87.95	86.86	87.06	87.43	87.88	88.82	88.77	87.72	88.02	85.93	88.46	87.15	86.25	86.82	87.31	88.58	87.41	87.52	89.01	88.25	87.12	86.41	88.16	86.56	88.27	86.43	87.544231
933	87.43	87.17	89.43	88.27	85.49	89.49	88.63	87.28	87.76	87.08	89.71	89.93	87.04	87.99	86.00	88.33	89.00	88.83	85.14	88.85	87.52	85.90	86.30	86.22	86.64	84.38	87.531154
901	85.74	88.23	88.22	87.93	89.53	89.20	85.65	87.52	87.18	87.14	88.30	88.89	89.44	89.29	88.57	86.64	89.16	87.36	87.27	88.41	87.56	85.67	86.94	85.88	84.03	85.60	87.513462
581	88.31	87.95	86.55	87.39	88.28	88.33	86.23	88.61	87.74	87.81	89.38	87.58	87.29	87.62	87.64	88.38	87.28	87.75	89.00	89.93	86.93	85.99	85.38	86.35	85.78	85.72	87.507692
869	88.26	87.65	87.52	88.20	88.97	89.07	88.63	87.68	87.13	86.21	88.70	87.37	88.06	85.97	86.02	88.08	89.44	87.00	87.22	88.30	88.19	85.27	87.66	83.91	86.80	87.34	87.486538

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
868	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.14	87.92	87.72	88.14	87.96	89.75	86.53	88.46	85.67	86.47	88.60	87.63	88.79	87.20	86.99	86.73	86.91	86.59	87.69	87.35	88.27	85.50	88.82	84.75	88.81	85.62
869	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.26	87.65	87.52	88.20	88.97	89.07	88.63	87.68	87.13	86.21	88.70	87.37	88.06	85.97	86.02	88.08	89.44	87.00	87.22	88.30	88.19	85.27	87.66	83.91	86.80	87.34
870	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.65	87.19	87.74	86.61	87.03	89.14	86.99	87.82	88.33	88.18	88.22	89.68	88.38	88.18	88.69	89.25	87.29	87.14	87.85	87.58	84.69	88.83	88.22	85.68	88.46	85.73
871	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	86.31	88.82	88.64	86.39	85.51	88.88	87.53	87.41	88.06	86.87	87.08	89.88	85.02	88.85	86.15	87.87	87.49	87.50	88.41	89.63	85.92	88.11	88.58	85.28	86.97	84.09
964	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	85.60	87.81	88.58	88.49	86.86	89.31	86.69	86.88	87.32	87.81	89.45	88.82	88.16	87.85	88.14	88.09	88.08	88.51	89.14	88.79	86.44	84.83	88.09	85.42	86.29	85.90
965	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.43	88.47	87.84	87.28	87.33	88.72	89.74	87.40	87.61	87.62	88.25	75.86	88.97	87.18	87.76	87.32	87.32	87.63	89.26	89.71	87.62	85.16	86.92	88.23	86.44	87.42
966	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.28	88.47	87.87	87.06	88.67	87.81	87.07	86.92	86.52	87.84	74.26	89.27	88.89	88.69	88.46	74.84	89.59	74.79	86.35	75.02	86.15	86.10	88.03	86.49	87.64	85.37
967	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	87.50	87.29	86.65	87.96	87.59	87.10	87.74	88.27	87.40	87.85	87.42	87.98	87.83	86.95	88.36	88.88	87.79	87.81	89.61	89.74	85.73	84.95	87.53	85.58	87.58	84.19
580	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.41	87.69	86.72	86.97	87.48	89.78	87.95	87.44	88.27	87.53	88.97	88.29	87.79	87.01	88.00	88.68	87.67	88.77	86.97	89.02	87.05	84.97	84.77	84.71	86.34	86.96
581	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.31	87.95	86.55	87.39	88.28	88.33	86.23	88.61	87.74	87.81	89.38	87.58	87.29	87.62	87.64	88.38	87.28	87.75	89.00	89.93	86.93	85.99	85.38	86.35	85.78	85.72
582	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.65	89.06	88.00	86.39	88.21	89.15	88.57	88.81	88.35	87.38	88.28	87.93	87.23	86.96	86.91	88.47	88.32	87.58	88.46	87.30	89.04	85.66	88.15	84.99	84.97	84.35
677	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.36	87.87	87.76	88.44	88.08	89.39	85.70	86.96	73.44	87.84	86.92	74.70	88.25	88.86	89.23	87.93	87.49	89.04	88.06	89.75	85.68	84.15	86.44	85.30	88.47	86.09
678	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	86.42	89.54	88.74	86.72	87.61	88.49	88.90	88.66	88.85	86.77	88.74	87.67	88.25	87.00	88.74	87.35	86.39	87.61	74.91	88.95	88.22	87.70	86.03	85.31	86.14	86.18
679	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	84.17	88.34	87.84	87.94	88.75	88.77	87.78	88.27	88.39	86.64	74.86	88.54	88.25	88.29	86.64	86.45	85.41	88.28	74.87	87.38	88.07	85.15	86.34	87.37	87.81	85.56
900	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	86.64	88.34	87.36	87.57	88.51	88.71	86.54	90.19	87.57	87.87	88.29	87.45	89.41	88.29	87.20	88.52	86.85	86.58	86.49	87.01	87.53	86.05	88.19	89.23	85.78	87.26
901	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	85.74	88.23	88.22	87.93	89.53	89.20	85.65	87.52	87.18	87.14	88.30	88.89	89.44	89.29	88.57	86.64	89.16	87.36	87.27	88.41	87.56	85.67	86.94	85.88	84.03	85.60
903	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.74	87.21	88.36	86.64	87.28	86.76	88.35	86.29	87.66	87.81	87.97	89.15	88.37	86.02	87.60	86.67	88.28	89.09	88.41	87.96	88.29	85.28	85.59	86.50	87.07	87.63
996	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	86.71	90.40	88.37	88.06	88.10	88.96	87.13	85.79	87.26	70.94	87.87	88.39	90.25	86.67	87.52	88.83	87.55	89.20	74.85	88.21	85.71	85.45	83.33	88.49	84.47	86.96
612	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	88.00	87.79	86.26	87.56	86.32	88.14	88.08	87.10	87.96	88.77	87.91	89.71	87.03	85.80	86.47	89.12	87.93	86.86	87.73	87.75	89.47	84.53	87.29	84.13	86.26	86.42
613	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.07	88.36	85.69	88.57	85.79	89.08	88.30	89.08	87.84	86.86	89.03	87.47	86.99	87.01	86.73	86.91	87.72	87.20	87.57	88.44	86.33	86.37	87.38	85.47	85.48	87.52
614	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	86.57	87.55	85.86	88.08	85.04	87.26	87.13	87.83	88.26	86.25	88.59	89.46	88.39	87.26	88.97	88.82	88.07	89.53	89.68	88.34	85.39	85.84	86.52	86.56	86.97	83.73
615	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.04	89.27	85.29	84.69	87.90	88.53	88.78	88.30	86.89	86.22	89.20	86.31	88.90	88.79	88.89	86.94	87.62	87.99	89.24	87.90	86.75	85.65	85.62	85.38	84.51	86.39
710	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	86.41	88.94	87.15	87.37	79.50	87.60	87.26	88.11	87.39	87.29	88.55	73.53	88.29	88.35	86.78	88.62	87.64	86.80	88.85	89.70	88.03	85.24	86.87	87.30	87.59	86.04
932	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	85.79	86.75	87.76	87.70	85.45	87.43	87.89	87.04	88.22	87.85	88.44	88.95	89.09	88.04	87.31	89.38	87.72	87.42	87.36	89.38	84.02	85.00	87.66	86.78	84.76	85.09
933	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.43	87.17	89.43	88.27	85.49	89.49	88.63	87.28	87.76	87.08	89.71	89.93	87.04	87.99	86.00	88.33	89.00	88.83	85.14	88.85	87.52	85.90	86.30	86.22	86.64	84.38
934	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.94	88.16	87.83	87.68	85.82	87.78	87.08	88.37	88.37	87.16	88.57	88.06	88.99	86.52	86.80	88.73	88.22	86.93	88.84	88.51	84.79	82.95	86.59	86.98	84.67	86.22
935	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.08	87.96	83.15	87.71	89.00	89.84	88.37	87.17	88.39	87.71	88.98	90.74	87.84	86.60	87.73	87.10	86.95	87.40	89.21	87.72	83.69	86.95	80.07	87.45	85.64	86.18
644	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.22	86.44	86.76	88.54	89.26	88.47	88.73	86.85	88.22	87.34	88.00	87.84	88.33	89.21	86.32	89.59	86.02	88.28	88.76	87.66	83.67	86.71	88.12	85.84	88.80	86.49
645	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	87.95	86.86	87.06	87.43	87.88	88.82	88.77	87.72	88.02	85.93	88.46	87.15	86.25	86.82	87.31	88.58	87.41	87.52	89.01	88.25	87.12	86.41	88.16	86.56	88.27	86.43
646	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	85.10	87.59	87.94	87.44	87.94	87.93	87.59	87.30	87.29	86.48	89.68	89.34	86.63	87.48	87.49	87.53	87.83	89.52	88.38	87.54	83.70	84.56	88.31	85.36	85.68	84.42
647	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.43	89.05	85.50	87.01	86.99	89.36	88.15	87.29	87.73	86.48	88.48	88.16	88.73	88.12	88.25	87.22	88.28	86.61	87.03	85.67	87.85	85.69	86.89	85.72	85.76	86.10
740	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.21	86.74	87.40	89.05	86.97	88.70	87.74	87.98	88.71	88.39	89.65	75.59	88.27	87.78	87.56	87.25	88.52	88.14	86.69	75.39	84.97	85.48	56.98	85.62	57.08	86.63

Size of the All data:  (144, 29)
Size of the Sig data:  (32, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
10	372	24	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.03	88.91	91.59	88.31	91.05	88.56	87.76	88.51	85.88	88.65	90.34	87.07	89.55	87.84	89.59	89.51	91.13	88.76	88.33	87.75	92.10	86.71	91.37	87.42	89.66	89.19
9	372	24	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.80	88.31	90.34	90.65	90.85	89.08	89.81	87.54	85.32	86.66	91.08	88.99	90.96	89.27	87.54	88.34	92.26	88.06	89.62	89.60	91.01	87.19	90.28	87.57	88.64	87.23
0	372	24	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	91.16	89.61	90.46	89.24	90.74	90.01	90.09	88.12	88.25	89.29	88.58	89.29	88.03	87.73	90.97	89.44	91.06	89.82	88.52	90.40	90.62	91.93	90.36	87.88	91.75	88.02
16	372	24	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	89.34	91.11	90.74	88.52	90.26	83.82	91.25	89.52	87.88	88.77	89.88	89.60	85.46	89.26	89.68	90.03	88.37	90.08	89.29	88.23	88.82	89.57	91.45	88.87	88.61	85.57
3	372	24	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	91.18	91.41	90.17	88.85	88.77	89.19	90.71	89.98	90.07	88.80	90.44	89.10	88.54	90.77	89.40	90.05	90.32	90.48	90.53	88.92	89.28	87.25	89.80	88.53	90.42	86.87
15	372	24	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.81	91.15	91.50	88.00	91.04	86.55	91.40	90.85	90.73	90.35	89.79	68.53	90.61	90.68	88.95	89.80	89.51	90.78	90.90	89.37	91.22	87.32	90.73	90.75	89.39	90.16
30	372	24	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	92.20	90.42	90.34	88.48	89.55	89.14	90.22	90.87	88.46	88.54	69.24	86.94	91.13	89.84	90.40	70.12	90.70	68.40	88.57	68.68	88.57	87.73	90.64	89.34	89.16	87.05
12	372	24	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.02	91.48	90.52	89.40	91.53	85.36	89.67	88.15	88.85	89.20	89.75	88.18	87.64	90.42	88.51	88.87	89.63	89.57	91.52	90.58	87.24	87.33	91.47	89.70	88.53	86.71
13	372	24	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.40	90.74	90.11	88.84	91.07	90.05	89.10	87.68	88.40	89.45	89.34	88.11	88.81	87.32	86.00	90.82	88.75	90.02	89.48	90.56	90.43	89.06	90.02	88.34	88.02	89.27
8	372	24	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.94	90.10	89.41	88.63	89.89	86.69	88.24	88.70	90.15	89.67	88.59	87.82	88.00	89.20	86.99	88.21	90.80	89.64	89.14	89.73	90.16	88.55	88.69	89.70	90.00	87.48
4	372	24	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	91.20	90.81	90.29	89.12	89.91	90.29	90.79	90.37	89.15	90.19	89.86	88.36	88.30	89.06	86.13	90.14	90.82	88.08	89.92	84.95	89.76	90.32	91.52	87.21	87.27	87.01
27	372	24	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.59	91.53	90.64	91.64	90.53	90.09	86.68	87.81	69.96	89.84	89.47	70.02	92.02	91.43	91.06	90.23	90.66	92.24	89.52	89.86	87.92	87.94	90.30	88.48	89.71	86.39
25	372	24	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	87.20	91.70	91.76	90.11	89.00	87.22	93.21	88.42	89.86	89.61	89.88	88.98	90.47	88.82	89.14	90.04	90.06	89.95	67.79	88.36	91.32	90.58	89.43	89.58	87.99	88.49
28	372	24	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	85.24	88.56	91.02	90.77	89.95	87.83	91.54	89.39	89.53	88.50	69.81	89.28	89.86	90.00	91.01	88.44	88.25	91.23	69.71	88.15	88.55	87.07	89.26	88.84	90.46	90.36
1	372	24	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.66	89.31	89.44	88.59	90.56	86.59	90.10	90.79	89.79	91.08	89.34	87.12	89.65	91.74	89.94	90.24	89.83	90.64	87.55	88.43	91.27	88.52	93.77	93.23	89.43	90.53
7	372	24	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.87	89.25	90.85	91.07	90.80	91.07	90.76	90.35	89.87	87.99	88.29	89.14	90.48	91.15	89.58	89.79	91.74	91.17	89.23	89.59	91.76	90.71	90.16	88.93	88.22	88.76
11	372	24	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	91.03	89.97	89.83	90.08	91.81	88.16	91.40	88.67	89.35	91.27	89.29	89.98	90.10	90.18	90.38	89.27	91.50	90.07	93.69	89.86	92.07	90.59	90.24	89.26	90.92	88.79
29	372	24	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.78	92.33	91.88	89.76	93.97	90.14	92.01	87.90	92.50	66.07	89.49	88.45	91.84	89.55	90.52	90.89	91.13	92.41	68.25	88.79	89.65	90.73	87.52	91.52	88.39	89.42
18	372	24	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.06	89.84	91.45	89.96	89.79	88.82	90.68	91.53	90.22	90.14	89.55	90.03	90.35	91.07	89.90	90.72	92.46	90.32	90.23	91.17	92.73	89.86	91.41	89.49	91.09	89.37
19	372	24	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.11	88.86	90.31	90.33	88.80	87.55	91.60	89.94	90.02	90.37	90.70	89.15	89.78	91.15	89.70	89.70	90.40	88.94	89.79	91.20	91.63	88.63	91.32	89.87	88.99	90.34
14	372	24	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.52	90.44	89.62	90.77	88.56	88.54	88.13	89.05	89.88	91.12	90.30	90.28	91.38	90.02	90.57	89.85	89.71	90.76	93.26	90.66	89.83	88.95	91.75	90.91	88.73	87.76
21	372	24	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.81	92.72	88.77	88.07	89.92	90.75	90.10	89.92	88.93	88.56	92.28	89.17	91.10	92.06	90.62	89.47	91.43	89.41	89.98	87.57	88.92	88.23	90.02	88.63	85.99	89.51
26	372	24	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.73	91.04	90.43	89.28	82.46	89.56	91.65	90.41	90.04	89.89	91.87	68.53	90.07	93.37	87.59	91.20	91.77	90.73	91.75	90.15	90.93	89.06	92.35	91.00	91.59	87.63
22	372	24	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.76	91.40	90.60	91.02	92.81	90.50	90.57	88.78	90.29	89.13	91.25	89.65	90.23	91.18	91.55	90.50	89.49	89.91	88.44	91.36	88.98	90.25	94.06	90.29	89.82	87.29
6	372	24	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.19	89.53	91.28	91.49	89.53	91.03	90.00	93.23	89.79	91.27	91.04	89.86	89.85	90.79	90.16	91.08	92.29	85.66	86.79	85.61	89.97	89.08	90.28	89.99	89.60	87.81
20	372	24	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	90.25	91.32	91.82	90.82	88.87	90.94	91.74	91.13	89.92	89.97	90.09	89.61	90.64	89.38	90.07	91.72	91.79	89.80	93.20	90.85	90.26	89.24	91.37	86.53	88.69	90.36
23	372	24	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.68	91.91	87.73	89.18	91.73	90.76	90.02	89.21	91.45	90.21	90.65	90.54	89.04	89.35	89.00	91.21	89.43	88.98	92.69	90.64	88.91	89.36	87.63	90.90	90.16	89.11
2	372	24	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.27	89.77	92.89	89.40	90.98	91.80	90.96	88.59	91.02	87.16	90.91	88.73	92.65	89.79	88.80	90.93	88.81	89.15	90.85	90.34	89.55	91.29	92.92	90.60	91.85	89.21
5	372	24	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.56	90.56	91.78	90.50	89.14	87.57	91.53	87.84	91.17	87.45	90.37	90.00	90.66	91.06	91.07	90.44	90.23	90.19	92.29	88.93	88.71	89.16	91.78	90.76	90.76	88.51
24	372	24	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.73	91.34	91.28	90.76	91.23	89.47	90.46	90.10	90.79	90.32	93.85	90.06	87.95	90.78	91.49	90.73	92.04	90.10	90.61	90.45	90.43	88.43	92.87	89.29	89.96	88.26
17	372	24	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	93.05	92.21	88.11	89.20	92.75	87.36	88.68	91.08	91.67	89.14	91.38	90.66	91.33	92.01	88.85	90.72	92.54	89.10	89.92	88.30	91.55	89.72	93.10	90.96	91.73	89.89
31	372	24	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.43	89.56	91.28	91.83	90.35	90.25	92.08	91.11	92.57	92.47	89.41	69.52	92.89	87.42	90.33	90.50	91.28	87.30	87.10	68.78	88.67	90.43	61.12	90.26	61.49	91.78

Size of the test data:  (32, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_6	88.617188	0.809860
mAP_valid_abs_values_13	88.106250	1.038689
mAP_valid_abs_values_2	88.027500	0.887854
mAP_valid_abs_values_17	87.726250	0.900637
mAP_valid_abs_values_8	87.712500	0.869527
mAP_valid_abs_values_7	87.694375	0.974080
mAP_valid_abs_values_11	87.650312	3.501887
mAP_valid_abs_values_16	87.596875	2.494508
mAP_valid_abs_values_14	87.582813	0.952810
mAP_valid_abs_values_4	87.540000	0.853834
mAP_valid_abs_values_15	87.538438	0.915850
mAP_valid_abs_values_20	87.535625	3.376235
mAP_valid_abs_values_18	87.414375	2.462362
mAP_valid_abs_values_9	87.306250	2.614707
mAP_valid_abs_values	87.298750	1.199488
mAP_valid_abs_values_3	87.298750	1.244940
mAP_valid_abs_values_5	87.221875	1.851649
mAP_valid_abs_values_19	86.822187	4.044623
mAP_valid_abs_values_12	86.791250	4.670484
mAP_valid_abs_values_10	86.762187	2.971360
mAP_valid_abs_values_21	86.574688	1.619805
mAP_valid_abs_values_24	86.088750	1.210563
mAP_valid_abs_values_26	85.937813	1.065202
mAP_valid_abs_values_23	85.867813	5.546763
mAP_valid_abs_values_22	85.690625	1.133974
mAP_valid_abs_values_25	85.561250	5.364943

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_17	90.630938	1.212609
mAP_test_abs_values_3	90.570000	1.109144
mAP_test_abs_values_2	90.537500	1.159218
mAP_test_abs_values_7	90.404375	1.402511
mAP_test_abs_values_5	90.256250	1.897506
mAP_test_abs_values_14	90.115313	1.412198
mAP_test_abs_values_21	90.088125	1.354501
mAP_test_abs_values	90.081250	1.577374
mAP_test_abs_values_13	89.980312	1.584281
mAP_test_abs_values_23	89.968437	5.485178
mAP_test_abs_values_4	89.770938	1.100989
mAP_test_abs_values_8	89.548125	1.373835
mAP_test_abs_values_15	89.546562	1.440521
mAP_test_abs_values_24	89.519688	1.419281
mAP_test_abs_values_16	89.468750	3.633066
average_map	89.399075	1.028445
mAP_test_abs_values_9	89.117500	3.824785
mAP_test_abs_values_18	89.117188	4.005651
mAP_test_abs_values_22	89.087187	1.353989
mAP_test_abs_values_11	88.940937	5.217186
mAP_test_abs_values_6	88.898125	1.851478
mAP_test_abs_values_10	88.785313	4.332459
mAP_test_abs_values_25	88.656875	5.141439
mAP_test_abs_values_26	88.566563	1.435238
mAP_test_abs_values_19	88.076875	6.601491
mAP_test_abs_values_20	88.056875	5.286436
mAP_test_abs_values_12	86.585938	6.766759

Summary:

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_24 =  res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]

res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]


result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')


result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]

html_table = result_merged_mwu_24.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	6	88.617188	88.898125
1	13	88.106250	89.980312
2	2	88.027500	90.537500
3	17	87.726250	90.630938
4	8	87.712500	89.548125
5	7	87.694375	90.404375
6	11	87.650312	88.940937
7	16	87.596875	89.468750
8	14	87.582813	90.115313
9	4	87.540000	89.770938
10	15	87.538438	89.546562
11	20	87.535625	88.056875
12	18	87.414375	89.117188
13	9	87.306250	89.117500
14	1	87.298750	90.081250
15	3	87.298750	90.570000
16	5	87.221875	90.256250
17	19	86.822187	88.076875
18	12	86.791250	86.585938
19	10	86.762187	88.785313
20	21	86.574688	90.088125
21	24	86.088750	89.519688
22	26	85.937813	88.566563
23	23	85.867813	89.968437
24	22	85.690625	89.087187
25	25	85.561250	88.656875

Code

#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 16

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
0	372	16	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	84.80	24.01	81.14	81.89	81.99	72.90	84.77	84.22	85.77	83.52	81.54	83.78	85.50	84.20	85.34	85.73	83.83	85.70	84.74	73.44	81.87	74.29	83.82	54.67	82.58	53.80
1	372	16	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	86.07	81.91	80.89	82.62	82.61	83.15	84.43	85.19	85.85	81.62	86.00	74.25	81.72	82.95	81.37	84.59	82.24	86.87	86.80	73.52	84.63	82.10	80.62	81.46	83.52	54.56
2	372	16	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	85.84	82.04	84.88	84.36	84.62	72.83	83.82	85.04	83.87	82.75	83.47	78.92	83.97	84.60	82.95	86.31	84.55	86.62	85.21	84.86	79.14	84.29	80.68	79.82	81.71	82.63
3	372	16	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	84.19	71.61	84.23	81.66	70.01	83.60	85.91	81.45	85.45	85.54	84.45	87.78	86.27	84.86	83.78	86.58	83.63	85.65	88.03	83.97	58.27	82.62	84.42	80.94	57.21	55.55
32	372	16	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	84.10	82.78	81.33	84.84	80.67	83.98	85.34	81.57	85.44	80.82	73.73	84.08	24.01	83.70	83.89	83.46	80.43	81.87	87.94	84.62	84.81	84.33	81.13	84.14	85.38	81.69
33	372	16	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	83.36	81.23	85.62	82.73	85.35	86.25	85.69	87.58	86.25	85.16	86.70	87.25	84.88	83.33	84.41	86.23	71.43	87.06	85.28	85.07	86.35	85.17	82.69	83.84	85.33	84.06
34	372	16	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	82.12	85.80	83.83	87.12	85.61	83.96	84.04	84.40	85.88	85.92	84.95	86.97	84.77	83.85	83.68	83.18	86.81	83.59	86.26	82.61	84.56	84.60	84.96	55.09	84.11	55.44
35	372	16	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	83.98	85.90	85.36	82.57	71.54	85.48	84.95	85.61	86.73	86.86	87.01	84.85	85.35	80.73	86.12	85.93	82.26	85.87	88.12	80.27	83.99	82.39	79.88	84.19	81.57	84.17
64	372	16	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	72.75	71.12	80.98	58.25	85.69	72.27	83.86	83.03	85.89	85.90	86.81	87.60	83.47	87.36	83.14	72.12	73.25	84.38	86.70	74.94	80.66	83.88	83.70	72.13	57.81	83.68
65	372	16	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	83.96	84.97	84.97	83.86	82.17	85.00	84.04	84.93	87.66	85.18	86.28	86.92	86.50	85.99	87.62	87.69	82.27	86.92	86.58	88.33	83.81	56.12	83.76	85.34	83.24	85.04
66	372	16	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	84.66	24.01	85.93	83.69	79.87	87.05	87.99	83.92	86.66	86.00	86.11	74.70	87.38	81.09	82.17	87.27	85.18	86.06	84.80	85.40	57.04	83.37	82.86	83.52	87.63	83.31
67	372	16	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	84.65	84.71	86.85	81.71	72.11	86.66	73.00	84.10	84.91	83.87	87.78	74.68	85.69	85.02	83.48	88.78	82.43	88.13	83.62	87.75	84.83	85.07	86.45	78.70	83.39	84.15
96	372	16	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	39.14	41.89	39.72	41.93	39.60	40.31	39.84	38.90	39.45	40.31	39.47	40.13	39.90	39.36	41.31	40.08	41.55	38.65	39.18	40.17	41.03	41.01	38.62	40.26	39.90	40.77
97	372	16	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	40.26	41.70	38.99	39.87	39.75	24.01	40.07	41.83	80.37	39.20	40.12	42.03	39.70	24.01	41.39	40.05	40.94	39.53	40.00	40.29	40.08	39.73	37.91	40.69	41.05	41.48
98	372	16	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	39.07	41.26	39.13	38.71	39.53	39.47	38.74	41.35	39.71	41.77	39.91	39.63	39.77	40.53	41.34	40.28	41.08	39.23	39.88	39.67	40.03	39.47	40.87	40.82	40.10	78.43
99	372	16	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	39.50	40.83	38.92	41.42	40.07	41.00	40.12	39.70	39.73	55.17	39.39	40.46	39.77	41.54	41.70	39.51	40.52	39.66	39.46	40.56	40.10	40.15	39.43	40.00	41.35	68.61
128	372	16	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	39.49	39.71	39.41	40.68	39.45	38.92	40.33	41.18	39.76	81.88	39.62	41.25	39.87	41.05	40.73	38.83	39.61	38.89	49.61	47.91	40.54	40.54	38.76	40.22	41.11	40.63
129	372	16	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	39.63	39.37	39.68	41.57	39.31	39.05	41.58	39.72	39.34	39.56	24.01	39.84	40.04	39.59	41.82	39.81	41.95	41.25	40.80	41.76	40.17	40.33	40.76	39.54	39.82	40.22
130	372	16	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	40.10	40.94	39.19	41.39	40.13	39.97	39.69	40.09	40.02	41.69	39.68	39.94	39.79	39.85	41.81	40.10	41.56	49.19	39.72	48.63	38.99	40.34	39.90	40.96	40.23	40.79
131	372	16	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	39.85	39.86	39.15	40.16	39.53	39.94	39.65	39.42	83.42	24.01	40.45	41.68	38.75	39.90	39.97	40.05	41.37	39.53	50.81	39.17	40.41	39.60	39.71	40.10	40.21	41.38
160	372	16	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	39.17	39.51	39.89	39.59	39.53	55.06	40.19	41.69	39.59	39.44	39.52	41.55	50.55	39.49	39.71	39.22	41.87	40.08	40.25	39.51	39.43	40.22	39.66	40.51	41.09	41.19
161	372	16	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	39.91	39.41	40.04	41.69	41.69	39.27	39.86	40.72	39.87	39.63	40.14	39.87	50.67	45.88	40.09	39.88	40.74	39.56	39.17	39.96	39.59	39.96	38.62	41.39	40.03	40.85
162	372	16	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	39.24	41.84	39.72	39.36	39.47	39.47	39.51	41.51	39.34	41.39	39.42	39.55	39.84	39.85	41.81	39.73	40.04	39.60	39.77	40.02	39.97	40.22	40.05	40.35	40.21	40.10
163	372	16	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	40.09	41.56	39.36	39.69	39.62	39.85	39.61	40.23	40.36	41.55	40.46	41.37	78.55	39.38	39.49	85.46	40.88	82.84	40.08	41.13	39.11	39.28	39.77	39.71	40.22	40.60
192	372	16	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	39.72	39.32	39.13	41.12	41.41	39.65	79.76	41.87	39.73	38.63	39.83	41.12	38.89	40.93	40.65	39.75	40.61	39.08	40.46	41.80	40.91	40.29	40.62	40.93	40.07	40.99
193	372	16	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	40.25	39.30	41.40	41.54	41.89	39.89	40.08	40.13	40.13	40.64	39.86	40.60	55.42	39.43	40.67	39.43	39.75	39.25	40.11	39.85	38.85	39.43	41.12	41.50	40.43	40.73
194	372	16	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	39.75	41.69	39.82	39.31	54.82	39.84	40.28	41.69	40.06	39.80	39.87	39.97	40.81	41.09	41.44	39.72	40.88	39.22	39.59	50.33	39.34	40.32	38.91	40.87	40.85	41.45
195	372	16	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	39.00	54.21	39.90	41.54	39.65	39.97	39.95	41.37	39.99	41.69	49.09	40.14	39.79	39.24	41.23	79.21	39.68	39.53	39.66	40.44	39.14	24.01	39.26	41.01	40.83	41.27
224	372	16	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	39.72	39.71	39.25	41.78	40.43	40.74	40.00	40.41	39.13	40.77	39.19	41.55	39.64	40.56	40.67	79.78	38.98	84.99	40.46	40.10	39.96	39.64	24.01	40.90	40.64	41.10
225	372	16	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	39.34	41.51	81.67	39.61	39.62	39.53	39.65	41.65	39.22	39.56	39.74	41.65	40.48	39.04	41.21	39.27	41.62	39.79	41.52	41.43	39.84	39.52	40.10	39.91	40.51	40.08
226	372	16	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	40.05	41.55	39.41	41.52	39.33	39.63	39.86	41.06	40.22	39.98	47.73	40.18	85.07	40.48	40.09	38.41	40.74	48.77	40.33	48.97	39.85	40.54	40.09	40.43	41.26	40.83
227	372	16	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	39.40	39.82	39.22	41.08	39.35	39.49	40.06	39.83	39.14	39.76	41.68	86.36	40.28	39.99	41.24	39.38	40.11	39.59	49.59	39.59	37.98	40.52	39.51	39.98	41.67	40.22
256	372	16	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	40.21	41.70	39.62	41.38	40.13	40.16	39.55	40.13	39.89	39.44	40.90	39.17	50.17	40.40	40.98	40.00	79.23	39.87	39.39	39.49	39.98	40.23	39.51	40.35	40.34	40.89
257	372	16	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	39.38	40.35	39.15	40.75	39.35	39.50	39.64	40.71	39.39	39.22	39.87	41.81	39.73	40.28	41.82	48.37	39.71	39.85	49.21	40.08	40.53	40.08	39.77	41.96	40.35	40.55
258	372	16	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	39.64	40.31	39.75	40.27	39.99	39.73	39.99	40.84	41.04	39.57	39.63	41.55	39.77	39.56	40.75	40.80	39.02	39.49	39.52	41.79	39.70	39.97	39.13	40.10	40.23	40.64
259	372	16	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	39.50	41.04	39.43	39.76	40.13	40.91	40.33	41.04	39.15	48.08	39.96	39.61	39.35	40.72	41.01	38.82	39.93	39.83	39.53	39.73	39.47	40.41	39.13	41.26	40.67	41.13
288	372	16	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	83.87	82.11	81.91	84.20	84.13	81.27	84.75	81.66	85.31	83.31	84.19	85.78	84.50	79.38	80.97	86.57	82.75	82.11	84.86	85.21	82.60	80.37	82.94	58.27	82.21	82.94
289	372	16	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	84.75	82.90	83.70	83.44	84.03	84.30	84.68	85.77	85.00	84.96	81.76	85.47	85.52	84.78	82.58	85.88	84.91	84.05	85.84	85.66	85.30	84.17	54.51	82.04	83.35	83.71
290	372	16	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	82.16	84.38	81.11	83.46	83.32	78.73	85.20	84.02	85.89	85.54	83.31	86.82	87.74	85.09	83.36	82.41	81.72	82.98	86.83	85.37	85.43	83.56	83.55	84.10	82.34	62.00
291	372	16	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	84.24	83.78	84.03	79.94	83.53	86.17	74.31	84.47	82.44	86.20	86.66	72.47	85.89	86.00	84.96	86.56	83.59	85.96	86.99	85.18	84.56	75.63	85.34	82.05	79.83	57.16
320	372	16	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	82.29	84.57	83.04	84.89	80.08	73.74	72.28	84.62	82.62	85.20	87.09	84.41	86.61	83.05	83.72	82.29	82.81	85.24	84.88	83.44	76.76	81.27	80.90	80.02	83.54	54.83
321	372	16	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	71.08	84.72	84.73	82.45	82.37	84.95	85.56	84.16	84.74	85.56	85.76	83.57	87.47	72.87	83.70	85.81	86.15	87.68	87.07	86.01	83.91	84.06	83.42	55.63	84.74	81.93
322	372	16	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.75	85.37	83.51	80.62	76.48	87.02	73.61	85.15	83.61	84.47	88.83	87.32	84.42	83.23	85.38	86.65	84.49	83.33	85.93	73.68	85.87	85.60	83.85	83.45	56.15	83.11
323	372	16	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	83.83	81.89	84.80	84.47	86.15	85.74	84.82	86.75	86.99	83.43	74.13	74.42	84.93	84.21	84.68	85.09	85.07	85.66	86.50	87.63	84.08	84.83	57.22	83.40	84.05	84.85
352	372	16	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	83.25	84.11	81.44	58.14	80.73	86.36	84.14	81.61	86.09	80.63	83.59	72.96	84.22	84.85	84.54	85.86	82.08	81.98	87.33	86.05	84.94	56.52	55.68	85.07	86.00	85.21
353	372	16	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	84.55	82.63	84.34	81.81	80.97	73.47	87.12	87.68	87.32	86.99	86.21	73.21	84.97	83.84	84.68	86.23	84.61	87.17	86.82	85.60	84.93	84.43	82.69	85.48	85.37	83.03
354	372	16	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	83.24	82.69	83.13	83.50	84.80	83.43	83.73	83.62	87.10	84.25	73.07	82.57	86.65	85.36	86.35	84.44	84.67	87.29	86.56	75.36	84.01	81.38	82.62	82.21	84.06	82.12
355	372	16	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	85.32	84.18	84.88	86.01	84.44	85.82	85.89	85.11	84.84	85.02	86.30	87.16	86.09	84.45	86.06	86.53	86.44	85.16	87.63	86.24	84.89	87.10	67.99	85.07	57.72	84.00
384	372	16	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	39.39	39.36	38.82	41.76	41.85	39.90	39.06	41.56	39.43	54.95	40.09	41.90	40.04	40.96	41.12	40.88	40.71	39.67	40.00	41.41	39.91	39.48	40.42	39.70	41.03	41.18
385	372	16	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	39.20	41.69	39.63	39.86	39.01	41.69	40.09	39.69	39.86	49.81	39.64	41.42	40.04	38.72	41.02	39.07	41.64	40.08	39.39	40.02	40.67	40.61	53.71	41.53	41.11	41.00
386	372	16	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	41.26	39.50	38.81	40.80	41.20	39.85	39.95	41.70	39.98	39.83	40.21	55.43	40.07	46.94	41.57	39.78	40.72	39.63	39.96	39.47	40.09	40.54	40.06	40.90	41.27	41.10
387	372	16	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	39.17	40.27	39.07	39.67	38.99	39.47	39.61	39.76	39.59	39.52	39.38	39.88	39.41	39.90	41.09	39.89	41.01	85.66	55.17	40.31	40.49	40.55	41.08	40.94	40.10	41.40
416	372	16	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	39.60	48.74	41.76	41.91	39.58	39.58	40.57	41.55	40.08	55.03	39.87	42.10	39.28	38.71	41.56	39.85	40.62	39.52	41.37	39.38	54.41	40.75	39.67	41.10	40.08	41.42
417	372	16	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	39.58	41.70	39.85	39.01	39.22	40.46	39.72	41.04	39.32	41.56	39.39	40.21	39.52	40.04	41.24	39.85	40.08	41.82	39.54	41.81	39.71	39.78	38.85	41.07	40.10	40.54
418	372	16	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	40.12	40.14	39.47	41.38	39.55	39.87	39.22	39.90	38.87	39.31	41.03	41.37	40.01	39.30	39.64	39.42	40.67	40.20	50.13	40.79	39.96	40.09	37.69	41.10	40.27	39.97
419	372	16	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	39.99	40.24	39.72	39.49	41.56	39.00	39.59	41.38	41.56	40.76	39.25	40.21	49.61	39.96	40.91	39.08	39.63	39.43	39.95	82.36	39.39	38.76	38.89	41.12	41.66	40.26
448	372	16	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	39.73	39.22	39.91	41.27	41.82	39.85	40.44	39.91	41.24	40.80	39.71	40.79	39.56	41.04	41.82	40.07	40.02	39.01	41.37	41.69	39.28	40.80	40.22	40.44	41.10	41.26
449	372	16	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	39.99	39.15	39.24	40.59	39.24	39.72	39.99	41.01	39.79	41.21	39.37	41.55	39.65	39.42	41.12	85.47	39.86	38.87	39.58	41.37	39.40	40.79	39.96	40.22	40.41	40.54
450	372	16	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	39.66	39.37	41.27	41.51	39.76	39.37	40.37	41.05	40.09	39.39	39.59	39.73	38.86	39.42	41.65	86.14	40.43	40.14	39.77	39.78	39.97	39.85	40.21	41.02	40.67	40.86
451	372	16	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	40.50	41.65	40.27	40.21	39.35	39.73	40.22	41.11	40.50	39.99	39.26	40.03	39.75	38.78	39.64	39.87	47.31	39.70	39.50	41.38	39.96	40.92	40.34	41.23	40.31	40.22
480	372	16	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	39.47	40.47	41.42	41.26	41.68	41.04	39.91	39.76	41.91	39.60	39.76	41.35	39.33	41.55	41.88	40.10	41.96	39.38	55.43	39.71	41.21	40.64	39.61	40.43	41.11	41.24
481	372	16	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	39.51	42.03	39.75	41.41	39.93	39.87	40.06	41.97	39.85	39.31	39.40	49.26	39.79	39.46	40.64	39.21	40.92	39.62	40.12	39.88	39.77	40.29	39.92	40.42	40.75	39.64
482	372	16	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	39.54	41.52	39.86	40.23	39.10	39.28	40.49	40.31	80.49	39.87	39.86	41.55	39.82	39.15	40.72	38.72	39.60	39.78	50.06	55.18	41.19	40.76	39.25	41.09	39.80	40.96
483	372	16	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	40.13	39.97	39.57	54.67	38.83	40.20	39.89	40.59	39.30	41.56	39.73	41.66	39.73	54.16	55.18	39.85	39.24	39.76	39.97	41.43	40.61	39.96	39.78	41.54	39.97	40.99
512	372	16	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	54.52	39.70	39.68	41.57	39.33	39.05	40.72	40.94	48.51	39.62	39.74	41.28	87.61	47.06	40.71	39.65	40.86	41.13	50.11	54.43	39.59	40.39	40.55	40.67	39.85	39.36
513	372	16	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	39.74	40.13	40.22	39.69	39.70	40.00	39.85	40.70	39.76	41.91	41.50	40.79	39.61	49.12	41.04	40.02	41.68	39.28	41.55	39.49	40.22	40.64	39.26	40.35	40.53	41.43
514	372	16	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	39.95	39.76	39.47	39.41	39.35	39.59	39.64	40.33	39.21	39.52	39.49	39.29	39.90	38.65	39.77	40.74	40.92	39.18	39.27	41.41	39.40	39.96	39.37	40.70	39.24	39.97
515	372	16	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	40.49	40.80	39.20	39.76	40.13	39.75	40.24	42.03	84.52	40.22	39.39	39.66	40.06	41.96	41.51	39.54	39.40	39.87	39.74	40.58	40.65	40.33	40.67	47.99	40.09	40.23
544	372	16	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	39.52	41.40	38.92	39.75	40.20	41.99	40.13	40.48	40.20	40.45	39.50	40.45	39.12	39.29	41.90	39.90	54.12	39.74	40.46	41.11	39.02	39.73	39.54	41.27	40.54	40.51
545	372	16	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	40.20	41.52	39.48	39.38	39.99	40.35	39.98	40.94	40.10	39.98	40.61	39.40	40.13	39.26	41.17	40.13	40.00	41.37	39.62	39.92	40.10	39.60	40.79	40.79	39.72	40.71
546	372	16	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	48.70	39.38	39.47	38.99	39.70	39.73	39.47	41.47	40.68	38.68	49.92	39.44	49.81	38.85	40.52	80.93	41.11	39.39	40.20	39.57	40.10	40.73	39.56	39.86	40.39	40.67
547	372	16	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	39.26	39.08	41.58	41.55	39.90	39.63	39.96	41.04	40.09	39.26	39.36	40.58	39.54	39.26	39.41	39.73	39.41	48.03	40.79	39.32	39.97	40.34	39.21	40.07	39.95	40.29
576	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.10	88.35	86.54	89.29	87.93	74.05	87.27	87.61	87.70	87.70	88.39	86.99	88.70	86.11	88.64	88.24	72.94	74.33	88.70	87.39	85.53	86.49	86.41	86.29	86.94	87.85
577	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	86.54	75.03	86.81	85.65	87.73	88.83	87.24	87.38	89.03	86.43	88.57	88.10	87.86	86.99	87.34	88.29	88.18	87.36	89.26	88.10	88.54	86.54	85.61	85.24	87.42	87.27
578	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	86.75	87.84	87.20	74.67	87.18	88.18	87.20	87.01	73.40	88.78	88.76	74.91	88.20	87.46	86.40	87.25	88.02	87.75	88.12	88.02	85.10	86.46	87.20	84.93	87.79	85.92
579	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	73.86	89.75	88.78	87.24	87.64	87.42	88.97	88.29	86.46	87.01	72.86	88.68	87.44	86.26	86.93	88.84	86.95	88.09	74.89	88.57	87.30	87.28	86.48	84.46	86.41	87.71
608	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	82.87	86.87	86.24	86.77	86.74	88.24	87.05	87.35	88.39	87.22	88.84	87.32	88.08	87.28	87.17	86.52	87.64	89.64	88.30	74.38	85.51	83.83	86.08	85.28	87.25	86.59
609	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.60	73.12	72.52	87.13	88.07	88.41	85.21	72.60	88.13	73.92	88.17	73.88	72.98	87.28	73.89	89.69	88.14	87.42	88.79	74.61	85.93	83.46	87.92	83.63	86.93	85.66
610	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	87.17	73.28	87.75	87.59	73.26	88.79	73.37	88.29	86.02	87.49	86.98	74.64	86.62	72.59	87.38	88.76	85.72	75.13	87.64	86.35	86.12	84.18	86.25	57.16	85.40	84.45
611	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.69	88.01	86.91	86.38	86.31	87.83	88.04	85.76	87.76	86.91	87.42	87.91	86.77	72.97	87.49	88.02	86.76	87.17	87.48	88.12	83.65	85.92	86.91	87.01	84.89	87.52
640	372	16	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.98	88.36	87.72	87.15	86.87	85.86	88.50	88.45	72.14	74.39	74.65	87.84	74.90	85.94	88.02	74.68	89.46	73.21	88.70	73.61	85.64	85.13	57.27	85.68	84.63	87.40
641	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	86.75	88.35	86.16	87.13	88.24	85.39	88.60	87.52	87.34	87.47	87.35	75.67	88.05	88.04	88.69	88.06	73.92	87.03	87.51	86.97	85.84	54.46	84.89	85.29	56.32	85.86
642	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	87.70	86.18	86.14	87.10	87.71	74.27	85.49	90.18	87.08	88.14	75.14	75.97	73.36	86.65	89.18	87.53	73.46	74.87	74.40	74.16	84.79	84.60	55.51	85.57	84.56	84.79
643	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	87.68	85.98	73.36	87.80	85.36	88.84	87.93	87.84	73.77	74.24	72.81	74.45	86.92	73.43	56.61	86.77	87.77	87.80	74.43	86.95	85.44	85.26	85.84	84.88	85.38	87.32
672	372	16	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	40.98	41.81	40.69	41.05	41.80	40.35	39.49	41.11	40.39	41.27	40.86	39.80	48.31	49.59	40.87	50.11	40.97	39.05	38.85	42.32	46.57	40.57	39.14	43.77	41.63	40.29
673	372	16	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	41.84	41.42	41.84	47.35	41.74	41.96	39.61	41.08	38.67	41.57	48.81	48.38	38.68	40.95	40.93	39.49	41.40	47.91	42.17	41.70	40.38	40.90	39.27	40.34	41.27	41.40
674	372	16	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	48.59	41.51	40.10	41.75	41.79	39.99	39.84	45.66	48.50	48.27	52.04	41.95	40.42	41.56	39.86	46.77	39.35	39.20	40.64	55.44	39.21	40.90	39.29	40.78	39.75	40.22
675	372	16	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	39.48	44.61	41.22	51.55	41.71	42.12	39.15	41.51	47.07	40.77	38.10	41.42	49.08	40.56	41.38	50.34	40.41	38.06	41.46	39.65	39.13	40.32	41.03	41.10	45.56	41.44
704	372	16	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	46.49	40.91	41.23	41.15	41.91	40.09	39.89	47.76	39.36	41.22	48.79	48.55	46.99	40.73	41.68	49.50	47.05	38.13	48.38	39.60	39.66	39.10	45.20	40.83	45.80	41.17
705	372	16	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	42.28	50.58	46.82	41.58	41.83	42.02	48.66	50.99	41.37	40.54	39.98	41.10	39.14	38.78	40.87	47.86	40.88	51.00	49.72	39.59	46.08	40.92	39.12	41.40	40.24	41.35
706	372	16	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	39.67	41.93	48.76	41.54	41.69	40.45	39.62	40.94	45.63	50.54	47.45	41.51	47.00	47.04	40.33	38.78	39.76	38.71	42.36	41.73	39.50	39.29	44.78	41.74	41.50	41.15
707	372	16	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	40.08	41.03	41.89	41.91	41.54	41.50	39.98	40.79	50.39	49.94	40.46	43.18	50.13	40.81	41.11	40.60	41.12	40.72	42.55	48.10	40.07	44.82	41.15	40.23	40.54	41.30
736	372	16	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	41.89	41.65	41.43	41.97	41.49	48.25	49.33	41.79	40.51	40.91	46.18	41.78	44.43	39.97	41.86	49.69	40.45	44.11	48.43	42.01	39.97	39.93	39.99	41.24	41.56	40.47
737	372	16	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	46.59	41.78	47.44	47.46	41.62	44.58	47.61	41.25	40.98	40.70	45.63	40.33	38.43	44.87	41.01	48.62	40.73	45.95	40.91	47.45	39.61	43.81	40.10	40.88	40.88	48.95
738	372	16	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	39.42	48.83	40.92	41.79	42.03	40.12	46.72	47.01	41.54	46.73	42.09	39.04	47.50	49.03	41.69	39.24	41.42	48.03	47.76	39.71	41.51	40.67	46.07	41.60	40.77	40.96
739	372	16	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	40.36	41.78	41.34	40.75	41.50	46.63	39.58	40.63	41.48	40.94	41.41	40.55	39.59	49.53	41.21	39.79	40.94	40.86	39.50	40.71	39.47	41.63	38.95	41.10	40.62	79.73
768	372	16	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	40.43	41.97	39.84	41.31	41.84	40.02	47.39	40.99	47.96	41.59	39.84	40.10	38.90	41.78	41.13	41.24	39.23	50.59	45.24	41.92	43.15	40.57	41.52	39.33	40.06	40.51
769	372	16	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	39.03	42.15	50.73	41.54	40.73	39.97	40.29	40.82	41.51	40.95	39.50	42.04	38.95	38.65	41.70	39.03	41.12	40.14	38.39	41.53	39.96	40.63	40.97	41.13	40.91	49.12
770	372	16	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	40.20	41.18	41.56	41.37	41.91	39.59	49.32	41.15	48.98	49.35	40.08	40.79	38.10	40.57	40.90	38.67	46.48	41.41	40.08	39.59	40.22	41.17	39.23	41.23	41.01	41.42
771	372	16	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	41.76	41.30	41.87	41.57	47.07	54.43	51.82	41.57	48.91	40.27	43.45	39.78	46.98	40.85	41.06	48.27	48.38	39.12	40.05	43.02	41.39	41.28	39.26	41.28	40.74	39.12
800	372	16	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	49.34	41.95	48.45	41.13	41.47	40.85	41.23	39.88	41.59	47.56	40.91	41.08	39.21	40.40	40.54	48.81	39.31	38.73	47.59	46.15	40.72	79.57	41.40	41.27	40.86	41.00
801	372	16	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	38.80	45.02	41.49	41.53	41.52	41.70	49.63	48.41	47.54	40.31	48.95	41.62	38.78	45.59	41.68	38.98	43.52	41.30	39.14	47.97	40.33	38.77	40.12	41.16	41.73	42.65
802	372	16	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	40.61	41.38	41.52	47.15	41.81	39.46	41.68	41.03	50.31	44.74	39.73	41.42	47.86	43.59	41.37	39.06	38.87	48.44	41.12	39.97	40.30	40.54	40.02	40.47	39.98	41.29
803	372	16	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	40.50	41.65	41.78	41.41	41.70	40.21	46.87	48.22	46.12	47.15	40.58	42.79	48.29	41.09	41.11	40.74	49.02	49.81	49.32	40.34	39.90	40.23	39.65	40.68	38.91	41.50
832	372	16	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	47.20	41.75	48.61	41.56	41.81	47.68	38.34	40.79	40.35	40.89	46.02	41.63	38.51	45.39	40.30	45.88	44.50	47.39	39.49	47.89	43.57	46.05	41.05	41.13	40.62	40.68
833	372	16	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	47.48	41.77	41.83	41.36	41.96	42.05	50.01	41.16	41.20	40.44	39.46	41.11	39.86	40.83	40.99	48.70	41.16	38.76	41.82	55.23	40.09	45.40	40.10	40.67	40.54	41.15
834	372	16	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	48.78	40.68	40.92	41.70	47.53	39.38	39.32	41.02	41.21	41.33	40.12	39.45	38.91	40.78	41.69	38.42	42.24	44.82	41.82	41.60	40.66	41.14	40.36	41.53	39.32	41.50
835	372	16	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	45.77	40.72	49.61	41.52	41.68	42.04	44.05	40.22	39.27	48.13	40.46	47.56	39.54	45.92	41.10	46.55	47.12	47.45	42.54	47.71	40.80	44.50	44.21	41.54	41.61	41.64
864	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.33	87.92	87.48	88.43	87.50	89.22	87.30	86.16	87.92	86.47	88.84	88.02	88.98	87.48	86.14	86.19	85.80	75.07	87.39	88.22	87.57	86.89	87.99	85.79	86.00	85.66
865	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	86.31	87.78	88.65	86.71	87.78	87.54	87.06	88.74	87.71	86.94	87.49	89.14	88.03	88.88	87.91	89.02	87.96	81.03	88.39	89.55	71.34	86.70	85.85	85.19	85.80	86.35
866	372	16	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.12	87.10	86.50	87.43	86.55	88.34	79.17	87.78	88.89	87.73	74.31	74.63	87.48	87.73	87.45	87.26	86.48	90.44	86.89	85.63	86.75	85.35	87.39	85.40	85.94	85.21
867	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	85.37	88.78	87.45	86.77	88.05	87.48	87.41	87.30	86.99	87.73	87.13	89.13	78.52	87.66	86.70	87.82	87.38	89.01	89.25	88.74	85.84	85.77	87.87	85.71	72.20	87.16
896	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	72.46	87.37	86.92	87.76	88.32	87.73	88.09	88.98	87.56	87.44	89.29	87.43	88.50	87.65	88.69	87.66	88.39	88.39	86.88	86.52	83.70	84.38	87.65	85.65	87.27	85.25
897	372	16	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	86.00	86.31	86.19	87.68	74.39	86.07	86.62	87.92	86.47	88.40	88.22	74.63	87.70	72.22	86.35	89.30	89.24	88.05	85.55	87.19	84.58	84.67	85.42	86.24	85.32	86.18
898	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	85.69	87.58	87.76	86.63	86.23	74.80	73.11	87.90	87.39	88.04	74.58	73.88	75.41	86.54	72.63	86.64	73.41	85.86	74.12	89.09	71.47	85.02	87.25	85.32	86.08	86.56
899	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	86.27	87.05	88.12	88.09	85.34	90.20	88.23	85.85	74.61	88.25	87.33	88.37	88.30	88.56	88.88	90.04	87.72	87.92	88.23	90.22	88.11	86.61	87.58	86.93	87.11	87.86
928	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	73.07	89.28	88.27	84.99	87.44	88.66	87.78	86.95	87.50	88.33	87.54	87.49	73.98	86.27	86.68	74.83	86.18	88.00	88.01	75.61	86.01	85.68	83.58	55.03	56.98	55.33
929	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.88	87.43	85.35	87.35	87.58	87.14	86.31	88.30	89.00	88.40	71.04	88.01	88.05	86.44	87.68	87.47	87.19	87.82	88.23	88.28	86.33	54.84	85.94	54.58	59.64	83.90
930	372	16	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	88.60	87.59	85.15	88.99	86.96	88.80	87.86	86.02	72.45	73.70	88.16	88.28	74.88	86.12	88.40	89.04	85.47	88.15	87.06	88.88	56.18	84.60	85.86	85.38	84.52	86.58
931	372	16	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	86.77	87.69	85.30	84.95	88.17	88.18	85.71	87.89	89.06	73.20	86.75	87.85	89.51	86.00	85.54	87.46	86.59	86.24	74.15	88.19	85.14	84.85	85.69	54.81	84.55	87.55
960	372	16	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	39.20	41.52	47.19	40.87	41.83	42.19	39.42	40.84	41.83	48.90	45.89	40.79	38.60	40.89	41.23	38.86	42.11	46.43	48.68	41.99	40.40	40.34	41.03	41.54	41.01	41.73
961	372	16	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	46.79	41.11	49.08	40.67	42.03	47.95	40.60	47.16	42.35	41.18	41.93	41.40	45.00	40.84	40.18	38.99	40.11	49.27	39.68	39.16	40.87	39.88	39.41	41.49	40.88	40.64
962	372	16	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	40.02	49.58	47.65	41.16	41.49	41.12	39.80	40.70	48.61	47.97	38.95	41.41	39.01	40.19	40.96	47.48	40.16	49.88	41.50	41.62	40.37	40.65	45.53	41.20	40.79	39.37
963	372	16	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	41.90	41.34	41.33	41.30	40.97	39.33	40.12	40.75	40.26	41.23	42.30	41.62	38.21	39.45	40.76	38.35	38.78	50.25	49.88	39.81	40.20	39.18	41.36	41.13	40.88	41.77
992	372	16	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	42.10	41.60	41.36	42.10	41.65	47.15	39.85	40.24	49.16	47.23	46.25	46.28	49.72	39.62	41.83	39.27	45.85	47.58	39.40	41.60	41.55	39.31	40.43	40.32	39.51	48.36
993	372	16	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	39.63	41.25	49.22	41.70	42.02	41.98	48.45	40.89	48.50	41.64	42.73	47.46	48.48	49.92	39.78	39.01	39.10	39.16	48.79	39.76	39.47	41.17	42.97	41.35	41.42	41.58
994	372	16	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	41.94	41.27	41.92	41.26	42.25	39.47	39.26	40.56	41.16	41.57	39.73	40.91	39.12	47.80	40.67	39.28	41.65	38.21	47.88	40.96	39.97	39.79	39.13	41.14	39.94	49.58
995	372	16	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	40.36	48.09	41.75	47.43	41.73	42.23	39.97	39.90	39.53	40.70	40.46	41.69	46.75	47.50	41.02	48.86	40.75	47.05	48.94	42.03	39.97	40.68	39.46	41.54	40.33	38.74
1024	372	16	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	41.89	40.72	39.84	42.06	41.38	42.05	48.90	41.09	40.35	45.13	42.60	41.98	39.00	40.71	40.27	51.21	44.05	40.23	54.82	40.55	40.99	41.50	39.35	41.74	41.29	40.47
1025	372	16	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	41.73	41.49	41.86	42.05	41.42	41.83	49.83	40.21	49.25	41.82	49.90	42.03	39.58	39.68	40.98	49.47	41.64	48.90	41.56	41.47	41.32	41.25	40.10	41.44	41.00	41.74
1026	372	16	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	41.05	41.65	40.02	40.61	41.22	41.36	38.99	41.16	40.90	41.89	45.51	46.03	39.13	40.74	41.00	49.18	40.78	41.15	39.68	41.82	44.65	41.52	39.08	40.60	40.65	41.40
1027	372	16	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	40.30	41.78	48.36	41.80	41.42	42.18	48.29	40.36	46.86	41.41	40.46	42.43	39.77	43.68	41.79	38.06	46.52	41.65	40.34	48.88	45.26	42.84	40.20	41.53	41.50	40.80
1056	372	16	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	40.45	46.35	41.34	41.68	41.98	40.36	39.59	48.30	40.41	40.85	38.92	41.39	46.77	40.57	39.49	49.64	41.68	39.72	39.89	40.55	40.55	40.59	39.20	40.67	41.01	41.16
1057	372	16	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	41.81	48.24	46.85	41.51	41.55	39.54	40.14	40.97	41.74	41.67	42.24	50.57	50.07	40.74	40.21	38.78	43.10	48.55	39.79	40.09	41.32	45.35	45.03	40.21	40.98	41.10
1058	372	16	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	39.85	40.35	41.15	41.39	41.75	39.61	39.25	49.08	49.37	47.78	42.23	39.76	38.32	40.85	40.72	39.07	42.00	47.17	51.05	42.01	40.35	39.13	40.30	40.87	40.66	48.45
1059	372	16	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	46.89	48.16	42.03	40.76	41.95	41.80	39.75	42.04	38.69	41.58	39.39	41.56	49.41	39.10	41.09	47.74	41.71	39.32	41.43	41.69	44.08	40.17	51.35	41.73	40.34	40.10
1088	372	16	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	40.50	41.66	41.52	42.12	41.44	42.04	39.30	49.30	41.02	42.10	42.04	41.74	38.87	45.34	40.72	39.75	40.80	48.35	41.88	39.77	41.01	39.89	41.23	41.41	41.42	41.60
1089	372	16	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	40.61	40.30	41.91	49.11	41.06	39.66	39.80	40.35	40.23	47.05	39.82	41.89	38.95	46.61	49.53	48.30	41.71	46.59	39.77	42.17	40.22	41.18	39.68	44.95	49.77	41.37
1090	372	16	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	47.91	41.72	42.26	41.15	41.49	39.27	39.07	49.18	47.49	49.10	40.91	41.76	39.71	47.11	42.04	53.56	40.93	49.16	39.54	40.94	40.74	44.54	38.93	40.86	46.88	41.56
1091	372	16	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	42.14	48.06	41.25	41.57	47.43	39.21	39.84	41.01	46.34	44.60	42.03	39.86	39.36	48.54	41.68	39.59	40.75	48.29	39.97	48.92	48.17	39.89	40.93	41.44	44.40	41.23
1120	372	16	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	40.08	41.73	41.89	41.56	41.90	42.02	49.33	40.79	48.55	41.55	41.90	41.51	38.98	38.70	41.90	39.01	43.16	47.12	41.79	41.90	46.44	40.40	38.15	41.53	40.43	41.47
1121	372	16	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	41.56	41.00	41.84	41.27	47.37	47.02	40.04	40.56	48.86	40.98	41.89	41.42	39.12	40.56	40.67	48.07	39.13	40.62	41.77	41.60	40.34	39.70	41.29	41.53	40.44	40.60
1122	372	16	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	41.68	41.93	41.54	40.75	41.69	47.22	47.01	42.90	40.96	40.82	46.79	41.83	38.89	47.89	41.02	39.45	40.94	48.01	40.07	46.90	39.75	40.96	41.36	41.25	41.94	41.67
1123	372	16	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	47.83	41.69	41.24	40.97	41.91	39.21	49.22	40.88	48.62	41.81	39.50	40.59	46.89	39.93	40.99	49.11	40.94	47.35	39.62	48.28	44.87	47.63	45.24	40.22	41.69	41.12

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
0	372	16	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	90.43	24.42	87.81	87.59	88.75	68.84	90.09	88.97	90.70	88.59	83.25	86.96	90.07	91.26	89.51	90.23	90.38	91.30	88.85	68.57	88.28	80.05	89.56	61.45	90.21	59.18
1	372	16	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	91.51	86.47	89.44	87.49	88.60	86.72	89.94	92.21	91.14	81.70	89.37	69.25	85.60	88.85	86.06	88.69	86.52	91.07	91.39	69.97	91.26	90.19	88.46	85.09	89.73	59.38
2	372	16	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	93.34	87.39	90.43	88.93	90.40	68.98	88.89	92.03	89.36	86.18	84.98	83.03	86.35	89.09	88.45	91.85	91.28	93.49	89.72	90.28	84.76	91.35	90.47	88.29	87.86	89.49
3	372	16	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	90.12	68.91	90.00	89.21	68.81	89.91	91.13	88.04	90.23	91.08	90.29	91.08	91.61	90.63	86.69	91.84	88.11	90.90	91.61	87.29	62.68	89.77	92.26	88.49	62.99	61.11
32	372	16	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	89.84	88.36	86.42	89.71	86.21	88.11	89.57	85.61	90.12	84.45	68.08	87.04	24.42	88.64	90.89	86.81	84.27	86.08	92.91	89.45	92.51	90.79	85.72	89.41	91.35	84.33
33	372	16	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.33	85.25	90.96	88.99	93.33	92.04	91.48	91.00	90.63	90.11	92.30	90.87	89.76	88.35	86.03	92.82	68.25	90.33	88.97	89.89	92.50	91.77	89.62	90.56	93.55	90.00
34	372	16	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	86.03	89.51	91.34	90.93	89.77	87.41	88.51	87.89	90.07	91.31	90.54	90.36	87.47	89.26	87.13	87.78	90.31	87.56	92.70	80.84	90.51	91.70	91.11	61.16	90.58	61.13
35	372	16	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	90.61	91.21	90.97	84.20	68.93	91.85	91.20	90.35	90.40	91.27	91.70	87.63	89.97	85.82	91.31	90.97	86.28	88.20	92.31	80.66	89.34	87.07	87.18	91.29	87.51	91.38
64	372	16	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	69.77	68.75	85.68	61.89	92.89	67.88	85.93	87.00	89.89	90.72	89.70	89.64	89.38	90.58	86.24	68.87	69.43	87.85	88.64	69.77	88.42	89.44	89.65	69.54	61.01	89.37
65	372	16	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	90.22	89.75	92.11	85.03	84.39	84.77	89.05	90.34	91.28	90.75	89.20	90.83	91.64	90.86	90.79	90.78	85.77	90.06	90.21	92.27	87.14	60.90	89.91	90.63	87.69	90.69
66	372	16	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	88.83	24.42	90.21	88.37	86.20	90.21	92.53	86.47	90.08	90.47	90.23	69.26	92.53	85.85	86.44	90.84	88.96	91.35	89.87	89.77	63.04	87.91	87.38	89.46	91.68	87.37
67	372	16	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	89.30	88.58	90.44	84.90	69.83	89.50	69.91	87.95	88.87	89.85	92.05	70.17	89.96	87.72	87.34	93.96	87.69	91.05	87.17	91.58	90.82	91.95	91.52	85.95	89.77	91.30
96	372	16	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	36.82	40.74	37.54	40.89	37.70	39.89	37.84	37.14	37.24	38.14	37.39	38.14	37.94	36.95	40.04	38.29	40.76	36.67	36.74	38.19	40.37	40.37	37.72	40.16	39.92	40.41
97	372	16	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	38.23	40.69	36.79	37.60	37.56	24.42	38.15	40.98	84.60	36.66	37.93	40.90	37.68	24.42	40.67	38.13	39.96	37.52	37.72	38.54	39.91	39.56	36.54	40.21	40.43	40.61
98	372	16	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	36.98	40.49	36.93	36.90	36.88	37.14	36.64	40.68	37.79	40.78	38.03	37.57	38.10	39.90	40.10	38.53	40.25	37.50	37.63	38.17	39.96	39.74	40.50	40.76	39.80	81.86
99	372	16	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	37.68	40.08	37.20	40.69	37.87	40.53	37.91	37.45	37.77	49.26	38.11	38.33	37.53	40.66	41.04	37.84	39.92	37.37	36.97	38.57	39.74	40.02	37.68	39.92	40.59	66.57
128	372	16	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	37.44	37.61	37.31	40.05	37.07	37.84	38.51	40.27	37.69	84.46	37.59	40.62	38.38	40.01	39.64	37.56	38.03	37.37	43.27	41.44	40.11	40.09	37.77	39.73	40.41	40.03
129	372	16	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	37.94	36.99	37.92	40.68	37.26	37.61	40.41	38.12	37.07	37.19	24.42	38.37	37.96	38.09	40.86	39.63	40.54	40.63	40.22	40.77	40.06	39.86	40.22	39.47	39.80	39.91
130	372	16	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	38.09	40.24	37.18	40.50	38.33	38.38	37.82	38.24	37.76	40.78	37.53	38.02	37.89	37.58	40.83	38.40	40.79	42.61	38.12	42.95	37.72	39.87	39.82	40.11	39.78	40.09
131	372	16	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	37.92	37.92	37.82	37.61	37.24	38.23	37.95	37.42	87.79	24.42	38.18	40.80	37.29	38.38	39.67	38.24	40.53	37.50	43.34	37.71	40.10	39.33	38.14	40.05	39.88	40.45
160	372	16	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	37.39	37.07	37.56	37.70	37.37	48.77	38.27	40.68	38.09	37.24	37.71	40.66	43.35	37.84	38.13	37.67	40.88	37.58	40.34	37.40	38.00	40.04	39.49	40.16	40.33	40.51
161	372	16	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	38.23	37.44	38.04	40.67	40.64	37.72	37.95	39.96	37.62	37.53	38.11	38.10	42.59	41.74	37.64	37.63	40.14	37.61	37.59	38.29	39.51	39.55	37.82	40.48	39.78	40.36
162	372	16	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	37.90	40.65	37.94	37.37	37.52	38.08	38.12	40.50	37.52	40.38	38.34	37.85	38.07	37.98	40.54	37.70	37.83	37.70	37.70	37.64	39.65	39.80	39.83	40.01	39.81	39.64
163	372	16	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	38.10	40.55	37.19	38.23	37.56	38.57	38.09	38.26	38.26	40.54	40.08	40.49	82.53	37.81	38.09	88.96	40.00	83.34	38.53	40.49	39.24	39.31	39.55	40.02	39.80	40.35
192	372	16	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	37.86	37.13	37.02	40.47	40.41	36.68	84.52	40.75	37.78	36.25	37.50	40.62	37.53	40.04	39.80	37.41	39.97	37.31	38.31	40.53	40.48	39.79	40.50	40.48	39.93	40.44
193	372	16	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	38.09	37.58	40.78	40.68	40.80	37.39	38.36	37.98	38.12	38.55	38.36	40.09	49.29	37.56	40.18	37.81	37.86	37.41	37.96	38.28	37.96	39.39	40.44	40.64	40.22	40.26
194	372	16	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	37.68	40.69	37.63	37.07	49.02	38.39	38.26	40.67	37.70	37.65	38.01	37.99	38.86	40.12	40.68	37.91	39.99	37.24	38.10	43.93	39.06	40.20	37.63	40.37	40.47	40.71
195	372	16	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	37.14	48.76	37.67	40.42	37.53	38.25	38.45	40.18	37.96	40.67	42.54	38.52	37.93	37.14	40.23	84.19	37.55	37.19	37.57	38.40	37.71	24.42	37.71	40.80	40.41	40.62
224	372	16	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	37.80	38.08	37.94	40.80	39.61	40.38	38.12	39.87	37.84	39.86	37.81	40.83	37.74	39.97	40.39	84.69	37.31	88.89	40.07	38.08	39.95	39.73	24.42	40.17	40.10	40.62
225	372	16	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	37.96	40.51	86.18	37.69	37.55	37.68	37.93	40.47	37.18	37.45	38.10	40.80	38.63	37.83	40.23	38.48	40.77	37.59	40.78	40.51	39.74	39.78	39.62	39.54	40.10	39.82
226	372	16	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	38.04	40.69	37.43	40.51	37.68	37.97	38.22	40.38	38.44	37.97	42.65	38.39	87.00	40.08	39.52	36.76	40.10	42.36	38.24	43.53	39.96	40.12	39.61	40.25	40.38	40.43
227	372	16	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	37.59	37.34	37.09	40.09	37.18	38.11	37.98	38.92	37.19	37.70	40.80	90.07	38.44	38.11	40.48	37.97	38.36	37.76	41.91	37.96	37.17	40.20	37.91	40.07	40.46	39.92
256	372	16	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	38.53	40.71	38.09	40.52	37.98	38.05	37.80	37.98	38.09	37.10	40.34	37.61	43.34	39.92	40.10	37.54	84.62	37.88	37.85	38.25	39.55	39.98	38.17	39.89	39.96	40.19
257	372	16	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	38.11	39.96	36.96	39.73	37.14	38.10	38.25	40.08	37.94	37.34	38.10	40.80	37.82	38.09	40.82	42.16	38.20	37.99	42.93	38.53	40.12	39.74	39.63	40.64	40.19	40.22
258	372	16	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	37.45	38.20	37.82	38.11	37.97	38.14	38.13	39.95	40.32	37.31	38.10	40.77	38.12	38.11	40.02	39.65	37.41	38.10	37.87	40.66	39.53	39.64	38.21	39.97	39.81	40.09
259	372	16	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	37.32	40.24	36.93	37.69	37.84	40.37	38.49	40.04	37.42	41.19	38.39	38.28	38.09	40.10	40.10	37.27	37.73	37.22	37.57	37.94	39.32	39.99	38.01	40.34	40.07	40.41
288	372	16	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	90.22	89.62	88.72	88.22	89.55	87.33	89.92	85.94	90.50	89.28	89.68	88.55	89.75	86.01	86.19	91.56	84.65	84.03	88.93	90.23	90.75	85.88	90.70	59.96	88.22	86.83
289	372	16	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	90.69	89.54	91.10	87.73	90.55	90.20	88.76	89.49	89.54	90.34	82.86	86.83	90.36	91.82	88.78	90.51	90.23	88.41	89.08	88.91	90.82	91.22	60.72	86.26	90.41	91.19
290	372	16	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	88.65	89.75	87.22	88.82	90.42	83.04	91.01	88.52	90.71	91.23	89.06	91.09	93.36	90.39	85.71	86.03	86.60	88.44	91.25	91.14	91.56	89.83	89.60	89.85	83.50	64.07
291	372	16	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	89.79	88.76	90.96	86.59	89.27	90.87	70.88	90.77	90.36	93.31	91.39	68.38	91.78	91.89	91.15	90.85	91.69	91.66	91.52	90.25	91.10	79.46	91.11	88.59	85.86	61.96
320	372	16	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	84.58	90.76	90.84	89.89	84.82	68.80	69.90	90.23	85.22	89.24	91.72	87.14	92.84	88.49	90.21	85.67	83.11	91.19	87.73	88.72	81.31	87.71	88.78	85.48	90.40	61.26
321	372	16	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	69.92	90.11	90.00	84.80	86.56	88.53	87.28	91.56	89.57	92.55	89.75	89.81	91.39	70.76	88.41	91.63	92.46	92.09	91.40	91.81	89.77	92.53	90.18	61.59	90.90	88.49
322	372	16	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	91.00	88.16	90.33	85.47	77.73	92.24	70.60	87.08	86.72	88.55	92.28	90.03	91.54	85.98	86.64	90.49	84.64	87.45	90.66	69.38	92.51	91.26	91.11	90.19	61.37	90.60
323	372	16	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	90.09	86.34	92.38	89.69	90.95	89.78	90.29	92.01	92.86	87.32	69.67	68.06	90.50	90.59	86.41	86.23	91.28	89.48	91.99	91.91	89.43	90.94	61.05	88.74	89.87	90.61
352	372	16	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	87.13	87.42	84.42	58.55	85.09	88.98	88.20	86.54	90.43	84.54	87.39	68.48	86.12	90.67	88.58	90.58	87.77	86.58	91.40	89.72	91.15	60.79	61.16	92.12	91.20	92.33
353	372	16	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	90.51	86.91	91.19	86.80	85.98	69.25	91.27	93.96	91.53	92.17	88.66	68.28	90.67	87.21	89.48	91.12	92.04	90.66	90.94	91.30	90.40	91.38	86.06	89.65	92.56	88.73
354	372	16	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.13	86.49	85.89	87.11	90.01	81.25	89.18	87.39	91.18	88.84	69.46	85.09	90.87	90.13	89.37	90.17	90.98	92.22	89.92	67.98	91.03	86.03	89.84	86.64	89.99	87.59
355	372	16	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	90.34	88.75	90.57	89.46	89.35	91.83	91.54	88.43	90.03	90.62	91.65	86.94	90.16	89.98	89.91	91.58	92.37	90.23	91.10	89.73	91.55	92.94	68.70	90.74	60.52	89.54
384	372	16	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	37.46	37.39	36.81	40.76	40.78	37.70	37.10	40.67	37.37	49.25	38.38	40.80	38.07	40.23	39.87	40.50	40.10	37.37	37.75	40.78	39.72	39.29	40.10	39.55	40.56	40.48
385	372	16	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	37.32	40.55	37.71	37.94	36.71	40.83	38.28	37.45	37.62	41.19	37.97	40.67	38.02	36.71	40.15	37.21	40.78	38.01	37.54	37.78	40.43	40.34	48.76	40.73	40.46	40.53
386	372	16	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	40.52	37.20	36.45	40.21	40.23	37.99	38.65	40.81	37.98	37.78	38.42	49.26	38.12	40.40	40.82	37.60	39.87	37.49	38.40	37.38	39.80	40.24	39.98	40.15	40.66	40.47
387	372	16	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	37.37	37.94	37.17	37.38	36.91	37.73	38.06	37.70	37.63	37.68	37.84	38.31	37.84	38.04	40.25	38.25	40.14	88.23	49.26	38.29	39.95	40.07	40.44	40.65	39.85	40.45
416	372	16	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	37.62	43.07	40.78	40.70	37.48	38.37	38.77	40.53	38.13	49.51	37.97	40.95	37.68	37.08	40.78	38.25	39.88	37.38	40.65	37.55	49.26	40.24	38.23	40.41	39.98	40.61
417	372	16	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	37.96	40.70	37.96	37.40	37.22	40.11	37.99	40.10	38.10	40.69	37.98	40.07	38.06	38.39	40.48	38.13	39.52	40.80	37.49	40.66	39.43	39.62	37.66	40.73	39.77	40.13
418	372	16	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	37.98	38.01	37.69	40.63	37.44	38.12	37.94	37.98	36.57	36.82	40.34	40.64	38.24	37.28	38.11	37.59	39.95	38.09	43.23	40.09	39.80	39.66	36.57	40.41	39.84	39.86
419	372	16	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	37.97	37.97	37.78	38.09	40.56	37.97	37.70	40.50	40.74	39.93	37.84	39.94	42.92	38.10	40.10	37.19	37.86	37.79	38.40	88.86	39.35	39.12	39.49	40.64	40.62	40.03
448	372	16	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	38.24	37.19	37.98	40.66	40.65	38.37	38.95	37.70	40.60	40.23	38.41	40.38	37.58	40.36	40.62	37.85	37.99	36.58	40.49	40.79	39.60	40.27	39.80	39.92	40.30	40.49
449	372	16	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	37.97	37.39	37.97	40.00	37.52	38.28	38.36	39.88	37.74	40.41	37.97	40.56	37.95	37.15	40.12	91.06	38.11	37.69	38.24	40.46	39.42	40.24	39.83	40.00	39.90	40.07
450	372	16	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	37.66	37.69	40.51	40.52	37.66	38.12	38.23	40.32	38.10	37.53	37.95	37.93	38.08	37.83	40.75	89.05	39.95	37.70	37.70	38.20	39.55	39.21	39.98	40.13	40.04	40.44
451	372	16	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	38.25	40.53	38.20	39.51	37.19	38.13	38.66	40.12	38.27	37.97	38.11	37.77	38.08	37.43	38.14	38.09	42.25	37.24	37.97	40.36	39.65	40.10	39.75	40.47	39.86	39.95
480	372	16	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	37.23	38.53	40.55	40.49	40.66	40.09	38.09	37.85	41.12	37.27	37.87	40.71	37.63	40.81	40.92	38.65	40.91	37.24	49.51	37.77	40.70	40.23	39.62	39.83	40.31	40.30
481	372	16	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	37.39	40.76	37.69	40.53	37.86	37.82	38.25	40.80	37.63	36.98	37.82	42.57	38.09	38.13	40.16	37.60	40.22	37.38	38.14	38.23	39.47	39.93	40.21	40.31	40.13	39.54
482	372	16	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	37.40	40.51	37.61	39.54	36.99	38.10	38.55	38.30	85.52	37.63	37.80	40.79	37.57	37.11	40.07	36.86	37.24	37.70	44.39	49.15	40.40	40.26	37.85	40.58	39.99	40.23
483	372	16	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	38.00	37.89	37.37	49.26	36.54	37.89	37.95	39.96	37.49	40.68	38.10	40.77	38.36	48.87	49.41	38.00	37.53	38.08	38.10	40.70	40.33	39.75	39.94	40.64	39.83	40.50
512	372	16	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	48.88	37.44	37.38	40.69	37.22	37.84	38.98	39.80	42.70	37.70	37.96	40.83	92.29	41.08	40.06	37.67	40.02	39.97	42.98	49.51	39.65	39.99	40.03	40.16	39.96	39.14
513	372	16	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	38.24	37.97	38.10	37.30	37.30	38.15	37.59	39.96	37.29	40.78	40.62	40.35	37.61	43.07	40.35	37.43	40.80	37.23	40.80	38.14	39.83	40.13	37.98	39.81	40.32	40.60
514	372	16	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	38.11	37.97	37.69	37.44	37.20	38.38	38.22	37.98	37.73	37.70	37.97	37.52	38.10	37.56	37.66	40.36	40.32	37.27	37.82	40.53	39.41	39.86	38.06	40.41	38.04	39.68
515	372	16	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	38.52	40.23	36.80	37.81	37.94	38.24	38.66	40.91	89.07	37.73	38.11	37.57	37.83	40.81	40.64	37.53	37.62	37.98	37.84	39.96	40.13	39.84	40.06	43.25	39.62	39.83
544	372	16	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	37.41	40.51	36.82	38.12	38.21	40.91	38.54	38.09	38.38	39.97	37.97	40.04	38.12	37.40	40.89	37.84	48.32	37.56	40.08	40.49	37.90	39.64	39.50	40.75	40.07	40.03
545	372	16	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	38.68	40.52	37.66	37.70	37.70	38.44	38.37	39.81	38.38	37.97	39.57	38.12	38.26	37.78	40.23	38.12	37.63	40.64	38.27	37.97	39.87	39.77	40.19	40.16	39.92	40.46
546	372	16	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	41.55	37.69	37.78	37.56	37.92	37.96	38.10	40.28	38.56	37.17	42.05	37.63	41.66	37.31	39.96	85.51	40.73	37.38	38.28	37.86	39.83	40.27	39.77	39.77	40.13	40.24
547	372	16	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	37.97	37.70	40.69	40.68	37.69	38.07	38.65	40.36	38.24	37.41	38.11	39.95	38.39	38.12	39.24	38.10	37.81	41.77	40.34	37.96	39.99	39.84	38.27	39.68	39.92	40.04
576	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.21	90.68	90.02	89.45	90.15	68.00	89.61	90.66	90.63	90.20	89.80	88.55	88.32	90.29	91.91	91.13	69.44	69.20	90.33	88.96	89.55	90.53	91.96	88.71	89.54	88.28
577	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	89.67	72.43	90.46	89.71	90.50	89.08	88.91	89.84	90.27	88.20	88.85	90.04	90.65	89.76	88.19	92.26	92.57	91.55	88.97	87.08	90.30	88.51	89.53	89.17	88.26	88.19
578	372	16	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.63	91.39	89.98	69.56	91.79	88.77	88.44	90.48	69.87	90.03	89.61	68.27	89.99	90.08	88.97	89.38	90.10	87.65	90.47	89.89	88.57	90.66	90.70	89.75	90.11	87.98
579	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	69.13	91.98	92.49	89.76	89.92	89.48	91.14	90.48	89.03	89.58	70.07	86.94	89.26	87.07	87.59	91.07	86.39	89.00	69.35	90.41	91.32	89.43	89.43	89.52	89.94	90.66
608	372	16	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.40	89.36	89.34	90.31	90.12	90.72	91.03	88.42	90.90	89.71	89.06	89.81	88.19	90.77	89.23	92.57	91.13	89.35	90.58	69.03	90.17	85.57	90.38	91.44	87.29	88.89
609	372	16	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.82	69.68	70.02	89.87	91.20	87.81	88.05	70.88	91.55	70.38	91.28	69.03	69.44	90.78	69.92	91.27	89.59	88.86	89.99	69.10	87.76	86.25	90.30	89.26	89.92	89.24
610	372	16	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.70	70.16	91.02	89.86	70.04	90.70	70.12	90.19	89.56	91.33	86.83	69.32	87.60	69.14	88.76	91.55	89.00	69.74	92.02	88.75	90.45	90.09	89.72	62.08	88.85	88.54
611	372	16	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.12	91.71	89.38	89.37	88.83	90.08	90.11	90.02	90.77	89.64	90.11	90.78	91.39	69.94	88.71	88.32	90.42	87.42	89.53	88.61	89.81	86.21	92.73	91.25	90.15	90.04
640	372	16	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	92.73	92.19	92.11	89.69	91.10	90.26	91.39	92.29	70.42	69.68	68.99	88.13	69.72	89.93	89.37	71.01	91.99	69.22	87.76	68.67	88.67	92.18	63.11	90.09	88.98	90.60
641	372	16	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.09	90.19	88.20	89.36	91.58	88.57	91.11	90.74	90.64	90.20	88.15	70.25	90.22	91.21	90.83	89.98	70.46	89.34	91.32	88.34	92.11	58.97	90.31	90.94	62.95	90.93
642	372	16	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.00	89.01	90.33	89.91	91.72	68.94	88.20	91.35	90.75	92.20	68.17	69.15	68.75	87.84	91.21	88.31	70.39	68.46	69.33	67.39	90.78	88.99	60.96	89.95	90.86	87.81
643	372	16	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	92.29	88.99	69.87	89.90	89.73	86.44	92.58	90.88	70.80	70.59	70.61	68.84	90.81	70.80	59.39	90.26	90.15	90.32	69.77	89.87	90.61	91.06	93.05	88.67	89.55	91.28
672	372	16	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	40.05	40.68	39.93	40.22	40.52	40.06	37.09	40.11	39.45	40.21	40.55	37.74	41.84	43.06	39.73	42.14	40.10	36.63	36.55	41.08	39.45	39.92	37.41	39.02	40.66	40.24
673	372	16	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	40.69	40.33	40.51	41.56	40.44	40.80	37.82	40.08	37.03	40.42	42.95	42.46	37.18	40.10	39.96	37.40	40.47	40.97	40.49	40.81	39.77	40.05	37.58	39.98	40.66	40.70
674	372	16	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	41.62	40.55	39.94	40.76	40.68	38.15	37.61	39.66	42.26	40.76	44.34	40.97	39.90	40.68	39.67	40.45	38.11	37.08	38.17	49.27	39.04	40.52	37.71	40.38	38.10	39.98
675	372	16	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	37.42	39.00	40.28	44.82	40.67	40.65	37.49	40.47	41.24	39.44	36.08	40.80	42.48	39.81	40.41	42.90	39.90	36.01	40.62	37.60	39.09	39.53	40.65	40.39	39.51	40.69
704	372	16	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	41.31	40.20	40.48	40.33	40.79	37.60	38.27	41.19	37.20	39.86	42.16	42.35	41.07	39.99	40.84	42.14	41.53	35.56	42.07	37.25	39.62	38.92	39.95	40.10	39.89	40.44
705	372	16	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	40.81	42.46	41.12	40.29	40.52	40.91	41.05	43.39	40.10	39.22	38.11	40.64	37.40	37.57	40.05	41.65	40.19	42.64	42.69	37.81	39.71	39.92	37.75	40.56	39.94	40.60
706	372	16	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	37.16	40.68	43.08	40.32	40.65	40.07	37.96	40.12	39.16	41.92	42.57	40.63	41.43	41.55	39.53	36.80	39.34	36.83	41.00	40.90	39.14	39.32	39.55	40.88	40.73	40.61
707	372	16	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	37.94	40.26	40.63	40.79	40.30	40.63	38.22	39.75	42.96	42.81	40.07	41.39	42.03	40.24	40.13	39.76	39.96	39.84	41.11	42.65	39.48	37.80	40.74	39.99	40.24	40.79
736	372	16	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	40.46	40.49	40.65	40.68	40.44	40.71	41.77	40.65	39.60	39.91	41.06	40.76	39.53	39.67	36.57	42.03	39.88	39.82	42.10	40.91	39.41	39.35	40.08	40.60	40.64	39.88
737	372	16	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	40.29	40.51	42.37	42.35	40.29	40.51	40.46	40.63	40.01	39.59	40.44	40.11	37.54	38.44	39.98	41.50	40.13	40.75	40.22	41.67	39.41	37.60	40.11	40.60	40.86	42.80
738	372	16	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	37.23	42.67	40.08	40.54	40.65	38.09	39.86	41.26	40.54	41.08	41.41	37.54	41.44	41.23	40.52	37.69	40.65	41.26	41.05	38.06	40.80	40.06	39.46	40.64	40.37	40.36
739	372	16	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	37.80	40.52	40.49	39.74	40.34	40.69	38.12	39.27	40.55	39.64	40.80	40.08	37.77	43.16	40.11	38.12	40.09	39.85	37.82	40.19	39.15	40.69	37.84	40.47	40.37	85.15
768	372	16	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	38.59	40.68	37.39	40.14	40.69	37.75	41.49	39.99	41.57	40.11	37.75	38.36	38.10	40.79	40.02	40.14	37.37	44.00	35.82	40.72	36.75	39.56	40.95	39.17	39.66	40.24
769	372	16	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	36.80	40.65	43.25	40.66	39.47	38.08	38.56	39.81	40.46	40.10	38.10	40.91	37.07	37.42	40.53	37.28	40.24	36.27	35.55	40.66	34.07	39.97	40.05	40.64	40.23	42.31
770	372	16	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	37.55	40.12	40.47	40.49	40.79	38.39	41.86	40.01	41.57	41.04	37.90	40.23	37.24	39.97	40.05	37.27	40.46	40.69	38.09	38.10	39.84	40.66	37.43	40.75	40.50	40.82
771	372	16	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	40.77	40.20	40.83	40.67	42.23	49.51	42.76	40.56	41.98	39.45	41.72	38.28	40.98	39.72	40.09	42.24	42.64	37.53	38.02	41.47	40.51	40.37	37.57	40.77	40.39	37.98
800	372	16	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	43.00	40.66	42.29	40.51	40.30	40.27	39.56	39.31	40.45	40.65	40.35	40.63	37.56	39.85	39.80	43.00	37.73	36.54	41.03	41.11	40.29	82.87	40.64	40.77	40.28	40.58
801	372	16	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	35.79	40.44	40.36	40.69	40.18	40.82	43.26	41.37	43.04	39.62	42.38	40.78	37.89	40.03	40.82	37.81	37.96	40.37	37.25	42.31	39.66	38.48	40.10	40.82	40.78	41.07
802	372	16	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	38.09	40.49	40.48	41.37	40.69	38.39	40.69	40.08	42.83	38.61	38.09	40.81	41.94	39.01	40.11	36.99	37.41	41.20	40.14	37.99	39.87	40.13	37.98	39.95	39.87	40.51
803	372	16	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	37.75	40.38	40.79	40.33	40.69	38.25	40.34	42.33	40.59	40.41	40.07	41.42	41.73	40.30	39.94	39.90	42.46	41.92	42.33	40.08	39.63	39.87	38.12	40.19	38.61	40.67
832	372	16	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	41.51	40.51	42.88	40.53	40.55	41.36	36.38	39.78	39.21	39.55	40.17	40.78	37.42	40.64	39.52	41.23	37.80	41.19	37.69	40.86	37.89	40.50	40.48	40.61	40.56	41.30
833	372	16	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	41.83	40.51	40.39	40.42	40.66	40.92	41.49	40.19	40.40	39.60	37.71	40.49	38.09	40.16	39.96	41.06	40.21	34.81	40.67	48.94	39.87	39.64	39.99	40.32	40.54	40.70
834	372	16	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	43.77	40.02	40.08	40.66	41.28	37.12	38.38	39.86	39.97	40.09	38.10	37.96	37.75	39.93	40.68	37.27	37.09	40.11	40.81	40.75	40.10	40.70	40.07	40.80	38.07	40.79
835	372	16	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	40.40	39.94	43.47	40.33	40.43	40.89	38.86	39.50	37.59	41.00	40.09	41.79	37.67	42.11	39.95	40.57	41.66	42.36	41.22	41.05	40.23	39.91	38.40	40.70	40.89	40.69
864	372	16	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	91.88	90.62	93.30	89.94	90.23	88.44	90.82	88.58	91.29	90.18	92.19	90.00	91.49	91.72	88.74	90.84	88.01	70.37	89.48	89.11	91.03	90.88	91.86	88.23	90.42	87.83
865	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.70	90.98	91.16	88.42	89.63	88.00	91.33	90.40	87.13	90.36	90.65	87.97	91.39	91.13	87.08	92.02	89.64	81.39	88.59	89.81	69.47	88.77	89.86	87.43	90.69	88.54
866	372	16	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.88	90.91	89.12	91.70	89.54	88.68	75.59	91.33	90.99	89.51	70.09	68.28	90.05	91.53	89.43	90.26	87.82	93.47	90.10	88.68	89.65	90.42	91.90	88.24	86.67	88.04
867	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	90.41	91.06	91.98	89.67	92.66	89.10	91.53	90.35	89.95	89.61	88.97	88.35	74.82	91.07	88.05	91.96	89.61	91.01	89.82	89.17	90.09	88.63	91.27	89.20	69.91	89.91
896	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	69.12	90.71	91.80	90.82	92.18	90.11	90.84	90.83	92.23	89.90	89.63	88.64	91.51	90.38	90.67	91.53	90.10	90.71	88.49	90.16	90.30	90.91	90.25	90.18	91.83	88.60
897	372	16	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.76	89.16	91.05	91.33	69.84	88.15	91.05	89.73	91.65	90.85	90.68	70.56	90.13	68.65	87.78	91.33	92.30	92.87	89.54	89.27	90.98	89.74	89.21	91.02	91.41	89.75
898	372	16	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.64	89.38	92.14	89.34	91.31	66.85	70.36	90.56	88.35	91.27	67.89	69.14	70.60	92.30	67.86	90.41	69.38	88.36	69.74	87.64	68.15	88.78	91.27	88.28	89.32	89.67
899	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.59	89.19	92.90	90.31	86.32	89.46	91.91	88.98	69.79	90.50	89.50	91.09	88.68	90.59	89.75	91.78	90.32	90.98	90.71	88.41	92.72	88.38	91.19	90.52	90.96	91.84
928	372	16	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	68.95	92.78	92.16	88.34	90.56	89.31	90.16	89.19	88.20	90.02	89.13	88.54	67.77	89.93	89.01	68.77	87.98	89.14	92.14	69.03	91.74	88.96	89.17	61.24	62.34	61.10
929	372	16	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	92.34	90.20	90.06	90.07	91.32	88.85	90.43	87.70	90.78	92.24	68.33	87.60	88.89	91.37	88.99	89.53	90.77	88.82	87.75	90.57	89.23	60.13	90.54	60.82	61.79	87.77
930	372	16	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.35	90.51	88.44	91.18	91.83	89.98	90.63	89.16	69.39	68.32	88.87	87.23	69.68	85.98	90.55	90.21	88.74	92.10	89.72	88.21	60.16	89.44	89.89	90.15	89.03	89.36
931	372	16	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.11	91.27	89.46	87.74	90.39	91.30	88.60	89.83	92.35	70.91	88.88	87.84	90.76	88.94	86.72	90.05	90.51	89.98	69.40	89.45	91.42	86.73	91.27	59.93	87.58	92.26
960	372	16	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	36.63	40.51	42.26	39.97	40.65	40.89	37.29	39.81	40.65	42.85	41.65	40.35	36.91	40.17	40.10	37.68	37.02	41.33	41.23	40.77	39.83	39.93	40.65	40.69	40.60	40.63
961	372	16	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	41.85	39.94	42.59	39.56	40.65	41.89	39.80	40.16	40.90	40.08	41.00	40.80	40.59	39.89	39.66	37.33	39.45	41.15	37.25	37.11	40.44	39.49	38.11	40.77	40.51	40.36
962	372	16	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	37.24	42.82	41.98	40.52	40.38	40.27	37.82	39.83	42.21	41.67	36.60	40.67	37.66	39.68	39.97	42.05	39.17	42.66	40.90	40.88	39.87	39.83	39.33	40.77	40.05	39.38
963	372	16	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	40.63	40.46	40.54	40.20	40.12	36.71	39.67	39.54	39.97	39.96	41.22	40.91	37.08	37.67	40.01	37.55	37.01	42.05	41.37	36.96	39.94	38.91	40.49	40.87	40.51	40.88
992	372	16	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	40.28	40.48	40.35	40.66	40.50	41.45	37.83	39.50	42.05	41.64	40.17	40.77	42.58	39.38	40.65	37.57	40.09	42.22	37.55	40.88	40.69	39.03	40.09	40.05	39.64	42.48
993	372	16	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	37.22	40.32	43.11	40.68	40.66	40.96	40.89	39.99	42.07	40.51	41.42	42.03	42.56	43.22	37.97	37.53	37.28	37.41	42.10	38.07	39.37	40.11	36.10	40.52	40.41	40.61
994	372	16	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	40.40	40.32	40.66	40.12	40.73	37.26	37.82	40.09	40.23	40.50	37.96	40.07	38.15	43.05	39.80	37.40	40.94	36.01	42.36	40.25	39.61	39.22	38.05	40.79	37.97	41.98
995	372	16	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	38.07	42.21	40.63	40.98	40.31	41.12	37.80	39.26	39.18	39.57	39.96	40.80	40.63	41.25	40.31	40.93	40.15	41.52	41.22	40.88	39.52	40.12	37.85	40.77	38.71	37.69
1024	372	16	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	40.45	39.95	37.83	40.80	40.34	40.92	41.98	40.03	39.70	39.38	41.08	41.11	37.62	40.10	39.62	42.00	38.80	39.41	49.27	40.12	40.16	40.65	37.97	40.79	40.80	39.96
1025	372	16	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	40.67	40.02	40.64	40.79	40.33	40.81	42.59	39.27	42.08	40.56	42.91	40.91	37.65	37.96	39.84	41.92	40.63	40.94	40.81	40.89	40.42	40.73	39.68	40.67	40.65	40.90
1026	372	16	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	39.65	40.49	37.88	39.94	40.52	40.28	37.34	40.12	40.36	40.49	39.78	40.68	38.13	39.99	40.04	41.68	40.07	39.96	37.53	40.80	36.98	40.39	39.37	39.98	40.34	40.67
1027	372	16	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	38.04	40.51	42.76	40.66	40.34	40.92	41.19	39.52	40.64	40.38	40.08	38.06	38.24	38.64	40.95	36.29	41.39	40.53	40.09	42.24	38.97	37.95	39.88	40.77	40.63	40.26
1056	372	16	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	38.11	40.77	40.49	40.43	40.56	38.39	37.79	42.56	39.59	39.65	37.27	40.62	41.23	39.85	39.41	43.09	40.66	37.71	37.96	40.08	39.84	39.91	38.24	40.38	40.54	40.81
1057	372	16	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	40.56	43.11	40.53	40.33	40.23	37.20	38.08	40.12	40.81	40.72	41.15	43.88	42.22	39.99	39.53	37.17	38.38	41.90	37.38	37.98	40.63	37.93	40.04	40.09	40.41	40.65
1058	372	16	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	37.81	39.49	40.00	40.51	40.44	36.94	37.16	41.62	42.82	41.41	41.10	37.70	37.25	39.50	39.98	37.20	37.69	40.96	43.34	40.84	39.98	39.24	40.10	40.52	40.23	43.09
1059	372	16	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	42.20	41.90	40.71	39.78	40.55	40.67	37.44	40.82	37.10	40.67	37.68	40.81	43.05	37.41	40.06	40.37	40.68	37.43	40.64	40.87	37.73	39.65	45.82	40.73	40.04	39.99
1088	372	16	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	38.09	40.51	40.35	40.80	40.30	40.92	37.13	42.18	40.04	41.01	40.92	40.91	37.47	41.11	40.08	37.81	39.77	41.28	40.91	37.74	40.41	39.63	40.52	40.77	40.81	40.84
1089	372	16	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	38.11	39.58	40.49	42.40	40.43	37.83	37.59	39.52	39.43	41.78	37.52	40.78	37.11	41.58	42.15	40.87	40.71	41.68	37.55	41.06	40.00	40.76	37.83	39.40	42.17	40.61
1090	372	16	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	42.17	40.69	40.96	40.28	40.75	37.73	37.08	42.07	41.61	42.18	40.34	40.81	37.84	42.48	40.79	48.46	39.96	42.54	37.56	40.22	39.31	38.68	37.99	40.65	41.71	40.53
1091	372	16	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	40.65	42.92	40.48	40.66	41.87	37.84	37.84	39.85	40.32	39.43	40.96	39.68	37.47	42.44	40.68	38.26	39.99	42.54	37.98	42.56	41.20	39.85	40.37	40.92	38.09	40.75
1120	372	16	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	37.79	40.44	40.79	40.69	40.39	40.92	42.07	39.78	42.07	40.69	40.89	40.81	36.65	36.82	40.62	37.34	36.75	41.19	40.64	40.74	39.29	39.68	36.92	40.64	39.95	40.75
1121	372	16	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	40.53	39.86	40.62	40.30	40.38	41.15	37.69	40.10	41.53	39.46	40.91	40.65	37.84	39.84	39.87	42.15	37.27	39.67	40.98	40.88	39.99	39.06	40.47	40.79	39.93	40.11
1122	372	16	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	40.33	40.80	40.63	39.54	40.66	41.07	39.78	37.19	40.26	39.99	41.11	40.78	37.59	41.68	39.86	37.74	39.95	41.03	38.09	41.12	39.17	39.96	40.87	40.66	40.83	40.56
1123	372	16	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	42.02	40.41	40.19	40.00	40.77	36.85	42.47	40.01	41.40	40.69	38.10	39.96	39.48	39.52	40.15	42.49	40.00	41.87	37.84	41.07	39.42	41.68	40.11	39.86	40.92	40.64

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
899	86.27	87.05	88.12	88.09	85.34	90.20	88.23	85.85	74.61	88.25	87.33	88.37	88.30	88.56	88.88	90.04	87.72	87.92	88.23	90.22	88.11	86.61	87.58	86.93	87.11	87.86	87.376154
577	86.54	75.03	86.81	85.65	87.73	88.83	87.24	87.38	89.03	86.43	88.57	88.10	87.86	86.99	87.34	88.29	88.18	87.36	89.26	88.10	88.54	86.54	85.61	85.24	87.42	87.27	86.974615
864	87.33	87.92	87.48	88.43	87.50	89.22	87.30	86.16	87.92	86.47	88.84	88.02	88.98	87.48	86.14	86.19	85.80	75.07	87.39	88.22	87.57	86.89	87.99	85.79	86.00	85.66	86.836923
896	72.46	87.37	86.92	87.76	88.32	87.73	88.09	88.98	87.56	87.44	89.29	87.43	88.50	87.65	88.69	87.66	88.39	88.39	86.88	86.52	83.70	84.38	87.65	85.65	87.27	85.25	86.766538
865	86.31	87.78	88.65	86.71	87.78	87.54	87.06	88.74	87.71	86.94	87.49	89.14	88.03	88.88	87.91	89.02	87.96	81.03	88.39	89.55	71.34	86.70	85.85	85.19	85.80	86.35	86.686538
867	85.37	88.78	87.45	86.77	88.05	87.48	87.41	87.30	86.99	87.73	87.13	89.13	78.52	87.66	86.70	87.82	87.38	89.01	89.25	88.74	85.84	85.77	87.87	85.71	72.20	87.16	86.508462
611	87.69	88.01	86.91	86.38	86.31	87.83	88.04	85.76	87.76	86.91	87.42	87.91	86.77	72.97	87.49	88.02	86.76	87.17	87.48	88.12	83.65	85.92	86.91	87.01	84.89	87.52	86.446538
608	82.87	86.87	86.24	86.77	86.74	88.24	87.05	87.35	88.39	87.22	88.84	87.32	88.08	87.28	87.17	86.52	87.64	89.64	88.30	74.38	85.51	83.83	86.08	85.28	87.25	86.59	86.440385
579	73.86	89.75	88.78	87.24	87.64	87.42	88.97	88.29	86.46	87.01	72.86	88.68	87.44	86.26	86.93	88.84	86.95	88.09	74.89	88.57	87.30	87.28	86.48	84.46	86.41	87.71	85.945000
576	87.10	88.35	86.54	89.29	87.93	74.05	87.27	87.61	87.70	87.70	88.39	86.99	88.70	86.11	88.64	88.24	72.94	74.33	88.70	87.39	85.53	86.49	86.41	86.29	86.94	87.85	85.903077

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
865	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	86.31	87.78	88.65	86.71	87.78	87.54	87.06	88.74	87.71	86.94	87.49	89.14	88.03	88.88	87.91	89.02	87.96	81.03	88.39	89.55	71.34	86.70	85.85	85.19	85.80	86.35
867	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	85.37	88.78	87.45	86.77	88.05	87.48	87.41	87.30	86.99	87.73	87.13	89.13	78.52	87.66	86.70	87.82	87.38	89.01	89.25	88.74	85.84	85.77	87.87	85.71	72.20	87.16
576	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.10	88.35	86.54	89.29	87.93	74.05	87.27	87.61	87.70	87.70	88.39	86.99	88.70	86.11	88.64	88.24	72.94	74.33	88.70	87.39	85.53	86.49	86.41	86.29	86.94	87.85
577	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	86.54	75.03	86.81	85.65	87.73	88.83	87.24	87.38	89.03	86.43	88.57	88.10	87.86	86.99	87.34	88.29	88.18	87.36	89.26	88.10	88.54	86.54	85.61	85.24	87.42	87.27
579	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	73.86	89.75	88.78	87.24	87.64	87.42	88.97	88.29	86.46	87.01	72.86	88.68	87.44	86.26	86.93	88.84	86.95	88.09	74.89	88.57	87.30	87.28	86.48	84.46	86.41	87.71
896	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	72.46	87.37	86.92	87.76	88.32	87.73	88.09	88.98	87.56	87.44	89.29	87.43	88.50	87.65	88.69	87.66	88.39	88.39	86.88	86.52	83.70	84.38	87.65	85.65	87.27	85.25
899	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	86.27	87.05	88.12	88.09	85.34	90.20	88.23	85.85	74.61	88.25	87.33	88.37	88.30	88.56	88.88	90.04	87.72	87.92	88.23	90.22	88.11	86.61	87.58	86.93	87.11	87.86

Size of the All data:  (144, 29)
Size of the Sig data:  (7, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
3	372	16	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.70	90.98	91.16	88.42	89.63	88.00	91.33	90.40	87.13	90.36	90.65	87.97	91.39	91.13	87.08	92.02	89.64	81.39	88.59	89.81	69.47	88.77	89.86	87.43	90.69	88.54
4	372	16	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	90.41	91.06	91.98	89.67	92.66	89.10	91.53	90.35	89.95	89.61	88.97	88.35	74.82	91.07	88.05	91.96	89.61	91.01	89.82	89.17	90.09	88.63	91.27	89.20	69.91	89.91
6	372	16	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	90.21	90.68	90.02	89.45	90.15	68.00	89.61	90.66	90.63	90.20	89.80	88.55	88.32	90.29	91.91	91.13	69.44	69.20	90.33	88.96	89.55	90.53	91.96	88.71	89.54	88.28
1	372	16	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	89.67	72.43	90.46	89.71	90.50	89.08	88.91	89.84	90.27	88.20	88.85	90.04	90.65	89.76	88.19	92.26	92.57	91.55	88.97	87.08	90.30	88.51	89.53	89.17	88.26	88.19
5	372	16	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	69.13	91.98	92.49	89.76	89.92	89.48	91.14	90.48	89.03	89.58	70.07	86.94	89.26	87.07	87.59	91.07	86.39	89.00	69.35	90.41	91.32	89.43	89.43	89.52	89.94	90.66
2	372	16	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	69.12	90.71	91.80	90.82	92.18	90.11	90.84	90.83	92.23	89.90	89.63	88.64	91.51	90.38	90.67	91.53	90.10	90.71	88.49	90.16	90.30	90.91	90.25	90.18	91.83	88.60
0	372	16	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.59	89.19	92.90	90.31	86.32	89.46	91.91	88.98	69.79	90.50	89.50	91.09	88.68	90.59	89.75	91.78	90.32	90.98	90.71	88.41	92.72	88.38	91.19	90.52	90.96	91.84

Size of the test data:  (7, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_16	88.558571	0.817851
mAP_valid_abs_values_20	88.441429	1.252457
mAP_valid_abs_values_12	88.262857	0.821294
mAP_valid_abs_values_15	87.870000	0.896326
mAP_valid_abs_values_7	87.752857	0.697202
mAP_valid_abs_values_8	87.735714	1.060831
mAP_valid_abs_values_3	87.610000	0.912615
mAP_valid_abs_values_5	87.541429	0.997019
mAP_valid_abs_values_14	87.444286	1.063342
mAP_valid_abs_values_4	87.358571	1.163822
mAP_valid_abs_values_10	87.357143	0.607556
mAP_valid_abs_values_26	87.064286	0.959233
mAP_valid_abs_values_23	86.778571	0.917032
mAP_valid_abs_values_13	86.764286	3.659362
mAP_valid_abs_values_19	86.514286	5.188451
mAP_valid_abs_values_2	86.301429	5.052493
mAP_valid_abs_values_22	86.252857	0.936478
mAP_valid_abs_values_6	86.178571	5.443643
mAP_valid_abs_values_11	85.865714	5.787060
mAP_valid_abs_values_9	85.722857	4.963445
mAP_valid_abs_values_17	85.645714	5.623705
mAP_valid_abs_values_24	85.638571	0.800675
mAP_valid_abs_values_18	85.161429	5.487010
mAP_valid_abs_values_25	84.735714	5.555840
mAP_valid_abs_values_21	84.337143	5.967832
mAP_valid_abs_values	82.558571	6.453354

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_16	91.678571	0.454145
mAP_test_abs_values_3	91.544286	1.051536
mAP_test_abs_values_7	90.752857	1.090546
mAP_test_abs_values_23	90.498571	0.979667
mAP_test_abs_values_8	90.220000	0.627774
mAP_test_abs_values_5	90.194286	2.062441
mAP_test_abs_values_14	90.041429	1.392174
mAP_test_abs_values_10	89.764286	0.775583
mAP_test_abs_values_4	89.734286	0.744286
mAP_test_abs_values_26	89.431429	1.407864
mAP_test_abs_values_22	89.308571	1.026457
mAP_test_abs_values_24	89.247143	1.013537
mAP_test_abs_values_20	89.142857	1.148328
mAP_test_abs_values_15	89.034286	1.781590
mAP_test_abs_values_12	88.797143	1.367525
average_map	88.626374	0.909830
mAP_test_abs_values_2	88.147143	6.979737
mAP_test_abs_values_13	87.804286	5.865597
mAP_test_abs_values_21	87.678571	8.096183
mAP_test_abs_values_25	87.304286	7.753810
mAP_test_abs_values_9	87.004286	7.748623
mAP_test_abs_values_17	86.867143	7.895580
mAP_test_abs_values_11	86.781429	7.392826
mAP_test_abs_values_19	86.608571	7.658160
mAP_test_abs_values_18	86.262857	8.315603
mAP_test_abs_values_6	86.175714	8.040049
mAP_test_abs_values	84.261429	10.345467

Summary:

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_16 =  res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]

res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]


result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')


result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]

html_table = result_merged_mwu_16.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	16	88.558571	91.678571
1	20	88.441429	89.142857
2	12	88.262857	88.797143
3	15	87.870000	89.034286
4	7	87.752857	90.752857
5	8	87.735714	90.220000
6	3	87.610000	91.544286
7	5	87.541429	90.194286
8	14	87.444286	90.041429
9	4	87.358571	89.734286
10	10	87.357143	89.764286
11	26	87.064286	89.431429
12	23	86.778571	90.498571
13	13	86.764286	87.804286
14	19	86.514286	86.608571
15	2	86.301429	88.147143
16	22	86.252857	89.308571
17	6	86.178571	86.175714
18	11	85.865714	86.781429
19	9	85.722857	87.004286
20	17	85.645714	86.867143
21	24	85.638571	89.247143
22	18	85.161429	86.262857
23	25	84.735714	87.304286
24	21	84.337143	87.678571
25	1	82.558571	84.261429

Code

#%%



dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 40

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
12	372	40	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	84.13	83.33	84.60	80.80	86.10	86.20	85.98	87.19	84.86	84.48	85.76	85.56	87.64	87.56	82.87	86.19	84.83	87.23	88.49	86.23	83.22	81.56	82.19	82.80	84.53	83.14
13	372	40	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.62	87.47	86.43	86.43	85.33	88.72	87.32	84.13	85.54	85.50	87.88	88.01	86.62	87.04	86.77	88.40	85.55	86.42	84.87	89.23	84.00	83.64	84.55	84.90	84.74	85.92
14	372	40	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	83.69	86.62	86.20	87.04	87.18	85.35	85.57	84.83	86.94	84.88	86.22	86.09	87.40	87.22	84.00	86.56	85.53	85.60	85.13	86.87	83.22	83.96	84.83	85.32	84.49	83.22
15	372	40	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	87.04	88.50	86.02	85.93	87.35	86.85	86.63	87.91	86.28	85.41	87.77	88.09	86.94	86.10	83.47	85.74	86.22	87.51	87.44	89.06	84.30	84.11	83.43	82.44	82.41	86.47
44	372	40	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	83.08	85.43	83.49	85.88	82.59	85.35	86.64	86.31	84.10	86.97	86.78	87.28	83.78	87.38	84.08	86.78	81.75	82.77	86.24	85.17	84.72	86.98	24.01	85.95	86.29	83.26
45	372	40	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	85.13	86.65	83.33	86.22	85.94	86.33	85.03	87.27	86.97	85.08	88.31	87.60	86.01	87.18	86.97	86.87	86.73	86.58	86.91	88.54	84.00	81.99	86.90	80.06	84.42	87.11
46	372	40	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	86.91	85.80	85.00	86.66	87.97	86.88	86.90	87.05	86.90	87.67	87.52	88.10	85.72	86.14	86.75	88.58	88.51	87.03	88.70	86.54	82.42	83.62	85.66	83.25	86.83	85.90
47	372	40	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	85.19	85.69	84.73	87.57	85.96	87.87	85.90	83.87	86.66	87.33	86.80	89.17	88.14	86.51	87.13	87.58	87.61	83.66	86.01	86.81	83.79	84.24	84.29	83.94	83.57	87.30
76	372	40	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.09	80.67	87.53	88.48	85.88	86.42	85.90	86.94	88.14	87.59	83.70	86.33	86.04	83.88	83.93	85.65	84.57	87.70	85.74	87.42	82.93	85.26	84.43	83.32	82.61	84.13
77	372	40	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	86.14	86.69	83.60	86.54	85.03	87.30	87.12	86.85	87.82	85.04	87.14	87.73	86.62	87.21	88.02	87.93	88.26	87.74	87.92	87.08	83.73	83.51	84.75	77.59	84.11	85.16
78	372	40	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	85.58	87.65	87.29	86.15	86.99	85.96	86.90	89.97	86.44	88.30	87.46	88.31	85.80	87.44	87.57	88.13	88.03	87.26	88.52	87.98	84.14	82.10	82.32	83.71	83.83	83.28
79	372	40	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	87.31	87.72	84.12	86.61	86.02	86.04	84.70	88.33	88.12	87.34	89.24	86.93	87.16	87.18	87.00	87.47	86.09	86.55	84.66	87.09	84.02	83.86	85.08	82.47	84.07	86.59
108	372	40	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	83.94	86.25	83.91	82.65	86.36	87.97	85.87	86.25	84.18	84.82	85.21	87.25	87.49	88.62	85.94	84.90	87.39	85.89	86.10	86.01	84.86	84.37	85.97	85.00	83.88	87.09
109	372	40	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	86.56	86.73	86.91	86.62	85.21	86.22	86.38	86.24	85.18	87.45	86.42	86.44	87.10	87.45	86.69	87.64	86.81	87.48	87.70	87.29	83.04	83.53	83.52	83.73	84.45	84.73
110	372	40	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	85.76	85.86	84.70	87.16	85.31	85.75	86.21	85.57	86.65	84.35	86.87	87.61	85.83	83.92	84.56	86.85	85.77	85.15	87.34	88.51	84.42	84.66	83.92	83.96	83.07	81.88
111	372	40	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	84.33	87.19	85.18	88.07	85.69	87.19	86.78	87.15	86.33	86.01	86.77	87.63	88.22	87.35	85.15	87.49	87.47	84.04	84.87	89.57	82.49	84.30	86.57	86.56	85.84	85.59
140	372	40	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	85.93	87.28	87.10	84.44	85.99	85.49	86.86	86.08	88.22	88.75	85.73	86.15	86.88	85.38	87.44	87.28	86.17	86.48	86.85	86.31	82.72	83.38	85.87	87.73	83.69	84.75
141	372	40	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.88	85.96	86.52	87.37	88.21	86.40	86.53	86.13	85.42	85.17	87.77	87.44	88.08	87.49	88.52	86.49	84.23	86.91	87.40	86.00	83.65	84.38	87.02	84.34	85.46	86.97
142	372	40	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	86.34	87.77	86.32	87.55	86.15	88.90	85.89	86.85	87.76	86.11	87.43	86.78	88.15	85.54	86.93	87.60	86.98	85.39	88.95	88.07	82.85	83.20	83.98	83.96	84.16	84.24
143	372	40	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	83.42	87.02	85.96	85.12	86.77	87.18	84.93	88.53	87.49	86.76	88.40	88.23	87.38	86.92	87.13	88.03	84.01	84.82	87.14	88.48	86.25	81.90	85.37	81.38	84.44	84.65
172	372	40	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	84.36	81.87	85.24	86.29	87.88	86.06	84.92	82.70	88.02	85.89	85.35	87.55	84.69	87.34	86.46	87.04	83.46	86.97	84.25	87.48	84.64	81.07	82.87	73.02	85.11	82.42
173	372	40	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	84.25	84.86	85.18	85.15	86.10	86.61	85.93	86.64	86.67	88.28	88.29	87.70	84.19	87.95	88.26	88.15	86.08	86.86	87.70	86.48	85.43	83.96	85.96	84.63	82.96	86.17
174	372	40	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	84.66	88.44	86.68	85.10	84.12	85.54	87.38	86.61	88.12	86.09	86.67	87.83	86.51	89.38	86.25	88.01	86.66	86.10	88.26	85.71	84.32	83.26	84.72	84.81	85.45	82.00
175	372	40	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	86.69	85.21	87.16	86.99	87.92	86.98	84.81	84.53	85.26	85.45	85.72	86.78	88.18	86.82	84.97	86.42	87.80	86.06	88.17	87.42	83.23	84.85	84.95	83.17	82.52	84.38
204	372	40	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	83.86	85.99	85.44	24.01	86.55	85.86	82.93	85.11	85.58	85.95	86.46	86.68	87.15	86.15	81.76	85.94	85.91	85.17	86.47	88.05	83.26	82.86	83.96	84.87	83.05	79.65
205	372	40	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	85.66	86.03	84.96	87.42	87.15	86.10	85.87	84.50	85.44	86.98	88.62	87.10	86.30	87.74	85.00	85.74	84.99	86.75	86.24	86.23	86.55	83.63	86.66	85.53	84.48	86.99
206	372	40	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	85.81	85.33	83.65	87.71	85.52	87.68	85.69	84.67	85.33	85.85	87.58	86.68	87.43	86.30	87.32	86.84	86.08	86.47	87.22	86.93	83.61	83.49	86.64	84.68	84.03	84.27
207	372	40	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	84.67	86.49	24.01	86.85	85.35	87.59	85.23	86.31	87.13	85.35	86.42	87.36	86.50	86.61	85.26	86.91	87.33	88.13	86.25	87.01	86.68	84.58	86.39	82.95	83.76	83.74
236	372	40	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	86.05	83.32	85.19	85.29	86.23	87.29	85.71	88.15	85.48	86.99	87.01	87.54	86.41	84.37	87.17	85.78	87.20	86.05	84.87	87.40	84.94	83.60	83.99	84.69	85.28	86.82
237	372	40	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	84.72	87.04	86.06	85.85	88.94	88.19	86.72	87.14	85.01	87.56	86.42	87.00	86.02	87.06	87.96	87.60	85.75	86.09	87.57	88.56	83.56	84.40	82.43	86.57	85.93	84.53
238	372	40	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	85.39	86.35	86.28	87.13	84.98	86.59	85.82	87.97	86.42	84.64	86.63	85.79	86.65	86.27	88.25	87.83	87.14	86.50	87.24	85.90	83.28	82.00	87.26	84.53	83.75	85.25
239	372	40	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	84.41	86.04	85.04	85.90	84.38	86.96	88.73	85.95	86.05	86.48	88.11	86.67	88.71	87.46	89.18	84.64	87.26	87.06	88.00	86.64	84.91	84.41	85.33	82.50	86.65	82.45
268	372	40	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	85.12	86.35	84.71	86.12	85.75	88.38	86.82	87.25	84.89	86.88	86.49	87.50	85.67	85.89	85.83	87.70	84.55	85.99	86.66	86.35	82.53	83.35	86.10	84.86	83.16	85.81
269	372	40	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	84.63	86.35	85.55	82.82	85.11	88.48	86.30	85.82	86.26	87.94	88.78	87.89	86.46	85.09	87.23	87.15	85.26	86.87	87.23	86.64	83.95	84.78	84.78	84.64	84.14	83.23
270	372	40	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	85.32	86.09	86.10	87.02	84.20	86.55	84.93	87.51	86.28	86.94	86.93	86.42	85.66	85.81	84.58	87.51	85.20	84.90	87.90	87.30	82.12	84.80	82.89	83.99	84.88	85.30
271	372	40	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	84.80	87.03	85.43	86.03	86.51	87.37	85.44	85.56	86.70	86.33	89.14	87.10	87.54	86.85	86.01	86.19	86.51	85.73	85.96	87.08	84.57	84.30	85.95	86.79	83.38	85.43
300	372	40	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	83.69	84.49	85.92	84.99	24.01	86.13	85.17	83.78	84.12	86.60	87.90	85.91	85.10	83.96	84.75	86.46	87.26	83.96	84.16	86.86	82.25	83.68	84.06	83.53	82.42	84.75
301	372	40	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	86.87	86.54	84.16	88.28	86.12	87.29	84.62	85.75	87.77	86.24	88.43	85.66	86.50	87.98	86.09	86.54	84.86	86.21	86.91	86.57	87.55	84.93	82.54	85.62	84.12	84.76
302	372	40	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	85.68	87.87	85.99	87.98	86.27	86.62	86.99	86.46	87.41	86.92	86.28	87.27	86.80	87.87	85.72	85.75	86.97	86.23	84.92	87.46	82.78	84.16	86.57	84.87	86.40	85.10
303	372	40	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	85.26	85.90	85.90	87.23	86.81	87.45	87.26	86.13	87.34	86.37	88.27	87.69	87.34	86.57	84.79	87.35	86.57	87.19	87.11	87.61	83.86	83.20	83.91	87.16	84.83	83.05
332	372	40	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	85.36	80.21	84.03	86.02	85.20	86.40	85.55	88.33	87.91	88.09	86.43	88.66	86.97	87.66	83.00	85.41	86.69	85.16	85.79	86.65	82.84	81.74	85.33	81.99	82.29	86.85
333	372	40	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	79.39	84.55	86.75	85.86	86.76	87.29	86.94	87.95	84.72	89.44	87.96	88.01	87.01	86.99	85.90	88.08	87.26	86.19	86.00	87.43	84.41	84.08	85.28	83.95	84.67	86.43
334	372	40	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.88	86.09	86.43	85.55	87.94	87.19	86.05	87.75	87.05	88.86	89.42	88.48	86.67	86.22	87.17	87.90	87.24	86.54	88.38	86.70	84.44	84.20	85.04	87.49	84.03	84.61
335	372	40	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	85.54	86.30	85.84	86.25	86.43	87.20	88.05	89.40	84.63	85.12	86.66	88.06	86.38	87.38	86.31	87.84	87.19	87.55	87.52	86.06	83.85	84.98	84.96	86.21	85.04	84.41
364	372	40	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	85.87	87.80	87.81	82.73	86.55	87.21	84.78	82.79	85.45	85.63	85.67	87.40	85.41	84.69	86.96	85.14	87.05	85.91	86.62	84.88	78.00	82.75	80.91	84.60	84.46	85.15
365	372	40	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	87.42	88.13	86.15	83.30	85.93	87.43	84.87	86.38	86.18	85.60	87.12	87.03	87.60	85.38	84.49	88.33	84.98	83.99	88.82	89.17	82.56	85.86	86.49	84.19	82.68	85.09
366	372	40	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	84.94	86.19	85.17	86.96	86.72	86.94	87.06	84.57	86.91	86.54	86.45	88.38	87.41	87.51	86.51	86.64	85.48	85.88	86.85	86.68	85.17	85.97	82.86	85.38	85.29	83.74
367	372	40	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	83.76	88.32	86.35	85.88	87.14	86.04	87.56	85.12	86.81	89.09	88.52	86.68	86.66	85.22	87.05	87.86	88.52	86.99	85.79	87.42	85.02	86.26	85.81	85.07	85.94	83.87
396	372	40	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.06	86.69	86.01	84.33	84.90	86.41	85.55	85.44	86.78	85.96	85.48	86.45	86.82	87.13	86.02	88.66	85.96	84.49	85.68	87.12	83.92	84.07	85.90	83.96	84.55	83.94
397	372	40	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	84.62	88.45	86.13	87.17	85.94	86.97	86.46	85.86	88.18	86.11	86.83	89.38	85.50	87.59	86.47	87.98	89.10	87.19	87.82	88.80	85.01	85.17	83.81	83.63	83.29	84.66
398	372	40	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.64	87.88	87.53	86.81	85.19	86.99	87.52	87.70	86.08	86.46	87.53	86.28	87.22	88.56	88.25	88.57	86.65	87.96	86.82	88.92	82.55	85.90	84.21	85.56	85.07	83.05
399	372	40	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	85.37	86.19	87.15	86.37	85.90	86.08	85.89	85.69	86.13	86.57	86.95	87.63	86.01	86.14	87.01	86.73	81.83	85.87	86.30	85.75	83.68	83.96	85.85	82.33	84.07	84.93
428	372	40	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	81.13	82.42	84.66	84.48	87.75	87.53	84.58	86.26	86.05	85.09	87.17	87.47	85.20	87.18	87.95	79.54	86.66	86.99	85.45	86.13	83.86	81.80	82.81	84.63	83.82	83.01
429	372	40	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	85.11	87.33	86.39	87.93	86.29	87.13	85.80	85.04	86.80	88.40	85.17	86.90	87.63	87.56	85.96	87.07	85.94	87.75	87.06	86.02	84.44	83.50	83.81	86.77	82.95	85.44
430	372	40	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	86.16	86.98	83.68	86.59	85.55	87.27	87.51	84.75	86.59	86.84	86.39	86.35	86.66	85.53	83.23	86.08	86.36	88.26	85.31	85.32	84.13	84.04	85.42	83.21	84.50	84.17
431	372	40	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	83.93	84.98	87.95	87.04	86.44	86.31	88.34	84.81	87.61	86.21	88.56	87.28	87.78	86.34	86.77	87.11	88.29	87.10	86.89	86.51	84.58	83.22	82.19	84.40	85.23	84.34
460	372	40	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	78.38	85.73	84.39	85.04	86.79	85.35	86.33	84.03	87.34	87.44	86.29	88.80	83.38	86.91	87.65	88.37	83.84	83.65	86.07	88.49	81.22	84.05	80.03	83.22	81.77	84.77
461	372	40	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	85.89	87.01	87.11	86.80	88.39	88.18	86.43	86.66	86.39	86.59	87.65	87.18	87.46	87.86	87.68	88.47	85.52	86.44	86.55	85.98	85.19	81.44	85.86	82.68	82.67	85.87
462	372	40	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	86.40	86.37	85.25	86.16	86.11	86.38	87.35	87.89	85.91	86.48	88.76	87.67	88.16	85.02	86.41	86.27	87.82	87.97	88.41	87.90	83.85	84.60	84.27	86.79	84.18	85.15
463	372	40	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	84.82	86.53	85.68	85.86	85.37	86.18	86.82	85.95	87.07	85.68	88.42	86.02	88.60	87.76	86.43	87.86	87.81	87.53	87.04	87.74	81.82	84.20	84.46	84.96	84.72	86.76
492	372	40	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	83.32	85.05	84.45	85.79	84.54	87.44	86.92	86.40	83.42	87.70	86.80	86.67	86.94	85.76	81.94	86.71	84.59	85.92	88.16	87.56	83.08	83.76	85.68	83.32	82.66	84.05
493	372	40	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	85.48	86.79	86.71	85.40	83.80	89.51	86.78	86.17	86.46	86.96	85.98	87.18	88.76	86.28	86.83	87.08	85.87	84.71	86.31	87.99	87.11	84.41	85.24	85.16	84.70	83.55
494	372	40	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	84.74	84.68	85.40	86.34	85.48	87.87	85.52	86.84	87.14	86.12	87.84	87.11	86.49	85.13	87.77	87.82	86.30	86.83	87.33	86.13	82.76	82.51	84.18	83.58	85.24	87.61
495	372	40	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	82.64	85.41	85.28	85.72	87.24	87.01	87.23	85.97	87.24	87.73	86.23	87.14	85.70	86.10	86.55	89.50	86.47	86.71	87.17	86.78	83.39	84.99	84.39	82.89	83.87	84.53
524	372	40	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.28	84.39	84.73	88.03	84.71	87.78	86.29	86.98	86.31	85.54	85.81	88.16	85.63	87.01	83.76	83.63	85.55	85.67	87.40	87.52	84.38	82.90	86.99	82.81	84.74	84.53
525	372	40	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	85.17	86.54	84.22	88.61	84.61	85.74	86.93	86.56	84.32	86.35	86.09	87.14	86.91	86.01	85.92	86.91	86.36	86.57	85.98	88.35	84.55	85.92	83.40	82.86	84.75	83.99
526	372	40	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.91	84.57	85.55	86.47	85.51	87.69	84.28	84.01	87.44	86.70	88.06	87.58	86.64	86.44	86.39	88.09	87.51	84.85	86.74	87.76	84.45	84.52	84.52	85.93	83.31	86.17
527	372	40	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	85.99	85.29	86.59	85.57	86.34	87.52	87.05	87.98	87.06	85.48	88.51	87.21	87.40	87.83	84.35	87.72	85.82	87.06	86.43	87.12	83.20	83.98	85.01	82.17	85.82	85.03
556	372	40	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	82.07	70.56	84.10	86.44	84.60	84.73	87.03	87.63	85.84	84.96	85.76	87.46	84.43	85.77	85.47	87.21	85.69	86.91	87.54	86.09	83.44	84.90	85.18	82.90	83.98	84.22
557	372	40	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	85.79	87.22	84.40	86.63	84.19	88.61	84.98	87.78	86.61	86.46	88.01	88.11	86.72	87.43	86.19	85.74	85.42	85.91	86.90	88.01	84.71	84.41	83.44	87.37	84.80	83.45
558	372	40	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	87.07	86.02	86.73	85.09	85.96	85.76	85.95	86.51	86.26	87.04	88.06	87.82	86.27	88.88	84.84	85.60	87.81	86.66	87.30	85.74	84.07	84.85	84.65	84.71	82.62	84.61
559	372	40	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	86.30	85.01	84.61	84.91	87.22	86.73	87.20	85.95	85.26	86.70	86.38	84.78	86.32	87.11	86.75	86.58	86.93	87.74	88.44	87.63	84.65	83.45	83.86	83.28	85.96	83.76
588	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.50	88.70	88.17	89.66	87.06	88.76	89.22	87.87	89.61	87.77	89.08	89.06	88.26	88.40	89.82	88.79	88.51	89.50	89.03	89.12	86.91	85.19	85.42	86.99	88.13	86.69
589	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	87.39	88.58	88.95	88.19	87.39	88.22	87.21	87.99	87.49	88.68	89.41	89.60	88.73	86.37	88.03	88.83	87.71	87.47	89.73	89.33	87.19	85.78	89.52	87.70	87.12	89.26
590	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	87.97	88.50	86.65	89.23	87.87	87.57	88.69	87.74	87.57	87.55	89.17	87.19	88.07	87.67	88.06	87.86	88.08	88.46	90.31	88.94	85.21	87.90	89.71	85.99	86.16	88.29
591	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	87.76	88.73	87.46	87.74	88.89	88.41	87.65	88.22	88.64	89.63	88.23	88.68	88.71	87.57	89.01	86.79	88.43	87.55	89.63	89.14	87.78	87.53	90.16	88.13	89.14	89.76
620	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.85	88.57	88.92	89.37	87.91	89.72	89.64	87.97	87.96	88.04	88.13	90.23	89.13	86.42	88.50	87.69	89.08	87.95	89.15	88.86	85.84	86.70	88.52	85.43	88.57	87.95
621	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.28	88.94	87.69	85.82	88.84	89.02	87.97	88.81	88.24	88.33	89.51	89.20	88.15	87.62	89.81	88.52	86.59	88.67	89.26	89.26	86.72	87.38	86.99	85.05	86.33	86.61
622	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.03	88.98	87.56	89.22	87.22	90.21	87.86	88.31	87.97	87.30	89.83	89.41	87.99	87.30	88.45	88.90	87.54	88.25	89.99	89.71	86.27	86.22	88.94	89.81	88.71	86.53
623	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.37	89.79	89.81	88.14	88.46	88.22	89.20	88.71	87.79	86.67	89.31	88.93	88.94	87.66	88.17	88.98	87.85	88.72	89.76	89.42	84.55	86.59	87.59	83.93	87.22	86.14
652	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	87.43	89.85	88.33	87.74	86.91	88.64	87.73	88.00	87.66	87.60	89.22	88.96	90.47	86.56	87.56	89.83	88.52	88.14	89.22	88.64	86.97	89.71	85.27	89.40	87.13	83.24
653	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.79	87.94	88.91	88.48	88.02	87.73	88.61	89.49	88.25	87.58	89.17	88.74	87.65	88.07	90.40	88.32	88.54	88.52	89.18	88.03	85.69	87.48	90.41	86.11	88.54	86.21
654	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.41	88.14	87.68	86.05	87.53	88.79	88.99	88.42	89.24	87.39	89.01	88.91	88.15	88.45	88.31	88.03	87.80	89.05	89.23	87.11	86.77	84.47	86.93	86.00	87.02	87.06
655	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.37	87.78	88.81	87.50	88.33	89.71	87.95	88.85	87.54	87.60	89.46	89.93	87.82	88.66	90.22	88.71	89.08	88.53	90.97	89.99	86.13	88.38	88.98	86.74	87.84	87.28
684	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.33	89.64	87.21	88.16	87.85	89.22	88.69	88.29	88.14	87.85	88.37	88.08	89.44	87.34	88.73	88.67	88.07	86.79	89.50	89.06	86.49	86.65	88.66	86.16	87.81	89.51
685	372	40	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	88.34	86.99	87.02	88.70	87.50	89.83	88.14	88.29	86.68	85.92	89.73	88.40	88.94	89.08	87.22	88.60	88.66	87.64	88.89	89.59	84.59	86.90	86.81	86.49	86.52	85.89
686	372	40	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	86.40	86.02	86.98	87.18	87.90	89.10	86.12	87.14	87.18	86.90	88.78	88.75	88.39	87.35	85.80	86.22	87.40	87.81	87.33	89.08	87.88	85.21	87.37	86.48	89.05	85.60
687	372	40	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	85.62	87.64	86.94	87.51	87.17	88.35	88.15	88.55	87.97	87.15	89.78	88.36	87.01	87.56	87.82	87.22	87.46	89.56	88.80	89.09	88.25	84.51	87.70	86.96	86.84	86.63
716	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.04	89.31	87.35	88.00	87.33	89.23	88.07	89.00	88.33	88.30	88.47	89.37	88.90	88.92	88.35	88.47	90.04	87.22	89.56	88.73	86.10	86.58	88.10	85.15	87.91	88.62
717	372	40	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	86.84	88.41	87.05	88.02	85.39	89.18	88.11	87.42	88.28	87.15	88.24	87.71	89.99	87.42	88.58	88.48	88.81	87.39	88.27	89.04	86.52	87.97	87.57	85.65	87.00	86.69
718	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	86.24	87.48	86.53	87.91	87.95	89.65	87.07	87.68	88.19	87.72	88.65	88.54	88.97	87.55	88.40	88.90	89.73	87.95	88.37	87.89	85.51	86.25	89.05	87.65	88.41	89.40
719	372	40	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	86.72	87.35	89.47	87.93	88.03	87.04	88.16	88.79	87.65	88.72	88.97	88.47	87.89	87.46	88.42	87.95	87.28	88.24	88.62	87.60	86.59	86.33	87.35	88.53	84.49	86.69
748	372	40	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	86.92	89.89	85.67	86.43	86.25	88.01	86.65	86.25	87.70	87.05	88.60	88.60	87.98	88.43	87.33	87.31	86.07	86.92	88.85	88.99	84.82	85.78	86.33	86.42	86.54	85.94
749	372	40	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	86.59	87.53	87.93	87.01	88.95	88.70	87.63	87.21	88.58	86.73	88.70	89.08	87.38	89.55	87.85	88.87	89.71	88.61	88.94	88.49	86.68	86.13	86.32	84.78	87.31	83.46
750	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	89.26	88.42	87.67	88.63	87.22	89.17	87.28	88.73	87.79	86.81	87.83	86.74	87.67	86.91	87.15	87.48	88.47	87.48	88.57	87.74	85.09	84.47	89.57	86.70	84.95	87.17
751	372	40	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	86.69	85.77	88.63	86.34	88.91	89.20	89.07	87.81	87.68	87.38	89.02	87.06	88.54	87.72	89.20	89.44	85.40	87.26	89.50	87.37	87.24	87.11	86.81	85.26	85.53	85.10
780	372	40	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	85.53	89.17	87.13	89.16	88.65	86.90	86.86	87.08	87.37	86.97	88.77	87.69	87.90	87.57	87.20	87.60	88.96	87.52	88.65	88.78	86.72	84.76	87.01	87.37	86.27	85.15
781	372	40	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	86.77	87.00	86.74	86.54	85.59	88.05	86.95	87.24	86.88	86.63	86.72	87.66	87.88	88.28	86.44	88.12	88.90	88.30	87.14	86.73	87.83	84.42	86.98	86.31	86.40	86.24
782	372	40	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	86.05	88.29	87.43	86.92	85.55	87.73	87.81	87.31	87.11	87.16	87.22	87.91	88.41	88.22	86.75	88.54	89.88	87.47	86.93	87.09	86.69	84.85	86.20	86.13	86.87	87.10
783	372	40	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.60	87.85	85.77	85.93	89.37	88.39	87.56	87.36	88.66	88.20	89.33	88.78	87.88	86.59	87.84	88.24	86.66	87.14	86.46	90.04	85.46	86.50	85.45	86.32	86.86	85.53
812	372	40	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	86.12	87.24	87.62	87.37	84.79	87.71	87.52	86.78	86.48	87.87	88.76	87.13	87.57	86.69	86.86	87.87	88.03	87.82	87.96	87.71	86.53	84.60	86.70	86.58	87.39	86.70
813	372	40	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	87.72	87.65	86.05	86.58	86.52	86.25	86.43	86.55	87.27	86.20	88.47	88.41	86.75	87.88	86.02	87.10	85.95	86.35	87.80	86.71	84.14	84.70	84.57	83.37	84.49	85.43
814	372	40	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	85.05	88.13	86.81	86.88	85.00	87.48	88.05	86.55	87.93	87.93	87.98	88.24	87.95	86.42	88.58	88.60	86.43	87.42	86.72	88.25	86.14	85.25	85.57	84.70	87.18	87.68
815	372	40	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	87.17	89.42	87.10	86.67	87.98	88.57	88.08	87.24	87.53	87.49	87.38	90.59	87.55	87.47	86.53	87.67	86.68	87.99	86.36	87.82	85.52	84.02	85.82	83.89	85.55	86.27
844	372	40	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	85.58	86.03	87.35	86.37	86.24	88.42	86.09	87.08	87.62	87.17	87.90	88.13	87.94	85.78	86.97	86.25	87.78	89.20	88.89	88.12	83.29	84.92	85.88	87.37	86.88	84.92
845	372	40	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	86.32	88.22	87.41	87.74	84.65	86.07	85.67	86.28	86.81	86.51	90.92	87.16	88.50	88.56	87.24	87.01	88.54	86.79	87.16	87.66	85.87	85.34	84.06	84.85	84.62	86.18
846	372	40	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	86.41	87.04	86.24	86.18	85.64	86.53	86.60	85.90	86.71	87.68	88.59	87.03	86.94	88.25	86.61	88.89	87.81	87.50	87.84	88.53	85.79	84.57	83.93	85.34	85.41	84.92
847	372	40	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	86.59	87.12	86.32	86.14	86.39	87.15	86.90	86.43	86.31	85.63	85.67	87.80	87.70	85.32	86.02	86.32	88.58	88.47	86.97	86.19	84.26	83.93	85.12	84.95	84.93	84.74
876	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.34	88.38	86.67	87.17	87.28	88.90	87.31	88.42	88.26	87.72	89.74	89.70	87.95	87.55	87.07	88.23	90.22	89.24	90.23	89.03	85.22	86.82	88.55	87.01	88.68	85.82
877	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.13	88.78	87.35	88.56	88.03	87.46	88.88	88.00	89.13	88.25	88.69	88.38	89.52	88.22	88.50	87.14	87.77	88.57	87.80	89.18	85.71	86.36	89.94	87.24	85.96	86.99
878	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.00	88.88	87.70	88.40	87.95	88.43	88.84	88.79	88.65	88.93	89.48	88.41	88.02	88.63	86.91	88.63	87.89	87.77	87.97	88.70	88.03	86.07	89.05	87.27	86.03	85.69
879	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.60	88.80	87.98	88.98	88.53	88.47	87.42	88.57	89.46	88.30	90.76	89.11	88.78	87.61	88.12	89.47	88.03	90.52	88.93	90.18	85.84	86.07	88.60	84.06	86.33	86.61
908	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.28	88.49	86.46	88.18	87.93	88.14	86.71	89.24	89.34	88.25	88.24	89.94	87.76	86.98	88.02	86.92	89.13	88.52	89.86	88.12	87.26	86.59	87.89	86.36	89.14	86.00
909	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.20	88.63	87.30	88.23	87.56	89.58	88.49	89.21	88.14	87.17	88.99	87.45	89.22	88.17	88.11	89.50	87.04	88.99	87.85	87.72	87.49	86.07	86.82	84.87	89.02	86.15
910	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	87.93	87.62	88.02	88.85	87.52	88.34	88.08	88.94	88.24	88.66	88.45	87.53	87.24	88.89	89.46	89.37	87.70	88.06	88.14	88.19	87.10	88.37	87.94	85.50	88.84	89.38
911	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.10	87.62	88.42	89.25	87.92	88.31	88.38	88.76	89.37	89.19	88.21	88.71	88.39	88.51	89.21	88.85	89.07	88.37	90.18	90.19	87.80	87.79	87.55	86.67	86.85	87.73
940	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.25	89.07	86.61	88.37	88.24	89.00	86.76	89.43	88.15	87.96	88.82	89.23	89.94	88.07	89.02	89.29	87.64	88.33	89.23	88.75	84.69	86.12	88.69	85.82	87.52	88.19
941	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.35	88.40	87.25	87.68	87.18	88.96	87.90	88.11	88.32	89.68	88.66	88.52	89.09	88.27	87.79	88.34	89.46	88.78	89.48	88.09	86.99	85.46	86.74	88.25	88.02	83.65
942	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	87.45	87.06	89.16	88.38	89.35	88.32	89.01	88.48	88.08	87.76	89.65	89.66	89.48	87.97	86.43	88.48	87.28	87.33	88.16	89.32	88.45	87.73	84.79	87.15	86.90	86.29
943	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.63	89.62	87.45	86.91	86.93	89.26	87.47	88.40	88.41	88.82	89.34	89.01	88.17	87.95	89.18	87.13	89.31	88.74	88.52	88.67	86.64	86.31	86.54	86.73	86.08	87.82
972	372	40	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.03	88.52	85.97	89.16	88.13	89.77	88.54	89.24	88.08	87.64	88.50	88.06	87.42	87.37	88.82	86.99	87.57	88.27	87.62	89.89	87.83	85.25	87.84	86.23	84.73	85.25
973	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	86.32	88.72	87.12	86.53	89.13	87.68	85.69	87.80	89.24	85.62	89.34	89.27	86.68	88.59	89.45	88.44	88.76	89.72	87.96	87.79	86.11	85.55	88.96	85.66	88.72	86.43
974	372	40	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.11	86.55	87.64	88.74	87.06	88.44	88.45	88.40	87.89	87.31	88.87	88.70	88.18	87.81	87.98	87.81	85.25	87.79	88.89	88.18	88.31	86.12	88.36	87.00	87.60	88.04
975	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	87.61	89.25	88.03	87.83	87.01	88.60	89.19	87.18	87.47	87.91	89.29	89.16	90.41	87.19	88.75	88.25	89.18	88.20	88.08	89.59	86.24	84.58	87.35	88.03	88.76	87.12
1004	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	87.58	86.96	88.80	87.19	87.31	88.07	88.47	87.10	89.27	88.02	88.16	86.27	88.33	87.75	86.12	88.94	88.47	87.29	87.94	88.45	85.39	85.71	86.90	85.62	83.08	88.36
1005	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.63	87.70	89.66	88.35	88.14	87.16	88.36	86.85	88.32	86.67	90.05	90.20	87.91	87.81	89.47	89.54	89.03	88.49	88.69	87.67	86.04	87.29	86.92	86.12	86.39	84.51
1006	372	40	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	86.04	88.62	87.97	88.26	85.75	89.95	88.93	86.99	87.34	88.58	88.41	88.29	88.70	87.84	86.12	88.88	85.89	87.41	88.62	88.14	87.83	88.19	87.07	86.28	89.53	85.82
1007	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	87.10	86.46	86.78	86.68	87.61	88.09	88.77	86.56	87.05	88.63	88.37	88.73	90.12	86.56	88.47	89.08	87.44	89.33	88.62	89.09	86.97	84.22	86.91	88.00	87.41	84.69
1036	372	40	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	86.35	87.01	87.51	88.74	88.08	89.74	87.88	87.72	87.52	87.58	89.22	88.57	88.04	87.97	85.33	88.68	87.57	88.27	89.51	89.34	85.30	85.97	89.16	86.55	86.14	89.25
1037	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.25	87.59	88.74	88.47	88.54	89.38	88.18	87.03	86.93	88.26	89.99	89.15	87.37	87.09	87.59	89.47	89.18	86.31	89.03	89.44	86.28	86.03	83.89	86.39	88.51	85.40
1038	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.43	88.25	88.55	86.23	87.60	87.58	88.54	88.52	86.60	87.61	90.02	87.90	88.53	88.55	87.84	87.82	88.74	87.71	89.13	88.94	86.74	85.97	86.61	86.52	88.98	89.20
1039	372	40	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	87.08	88.66	86.52	87.69	88.75	88.79	89.69	89.70	89.16	86.49	89.67	88.12	88.10	89.35	85.73	89.45	86.83	87.02	88.68	88.17	86.32	83.86	87.97	85.52	86.20	84.74
1068	372	40	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	87.20	88.55	87.36	86.49	84.94	86.73	87.34	87.19	87.86	87.31	87.75	88.55	86.67	87.20	87.62	86.71	86.40	88.79	87.49	88.45	87.94	85.34	88.83	85.70	87.50	87.09
1069	372	40	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	86.80	85.57	87.09	88.11	87.49	88.10	87.50	87.16	86.52	87.10	88.19	89.17	88.11	87.24	87.38	86.76	88.15	87.58	89.31	87.82	85.75	86.15	85.23	84.35	87.82	85.14
1070	372	40	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	85.87	88.76	86.99	88.00	86.00	87.58	86.25	87.46	86.09	86.65	87.34	87.16	86.74	87.38	87.48	87.68	88.62	86.43	88.66	88.58	87.55	83.47	85.64	85.99	85.28	86.82
1071	372	40	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	87.17	86.24	85.87	86.17	86.91	88.21	87.01	88.01	86.72	86.16	87.95	88.63	87.33	87.40	88.07	88.02	88.37	87.07	88.55	88.27	85.42	83.01	88.06	85.09	87.83	86.50
1100	372	40	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	86.44	86.45	85.80	86.44	87.29	89.05	86.88	88.00	87.69	87.86	87.69	88.22	86.74	88.53	87.18	87.34	88.31	87.51	87.58	87.93	84.11	84.95	85.08	84.65	85.12	86.93
1101	372	40	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	85.22	87.40	85.54	87.01	86.22	87.29	87.49	88.20	85.90	87.83	88.44	88.88	87.97	88.18	86.48	88.14	89.17	86.90	89.02	86.69	85.18	86.27	85.10	84.47	87.95	84.47
1102	372	40	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	86.88	88.33	86.28	87.33	87.78	87.55	86.66	87.38	86.92	86.41	86.55	87.36	87.28	86.98	86.09	86.73	87.13	85.66	87.26	88.46	85.20	84.87	86.85	84.22	86.60	85.66
1103	372	40	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	86.48	87.39	87.04	87.43	87.67	87.36	86.22	87.14	86.98	86.84	89.56	86.99	88.24	86.14	87.83	87.72	87.52	88.78	88.34	87.72	85.20	84.78	87.61	83.45	84.24	84.17
1132	372	40	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	89.20	87.48	87.63	85.77	86.78	88.47	86.72	85.84	88.10	87.00	87.82	86.16	87.11	87.51	85.52	86.24	87.43	86.53	87.09	88.15	83.80	86.67	84.93	85.55	83.96	86.47
1133	372	40	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	85.24	85.25	86.85	87.20	87.17	88.49	88.85	86.14	86.81	86.01	88.19	87.01	87.16	85.07	87.06	86.88	88.40	87.86	87.10	87.42	86.46	84.37	85.74	85.06	83.75	83.69
1134	372	40	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	85.40	84.97	85.33	87.39	87.19	88.43	86.76	88.84	86.54	85.23	87.65	88.28	89.27	87.02	86.63	86.50	87.11	87.27	86.19	87.38	86.02	85.31	85.02	87.51	84.20	85.82
1135	372	40	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	85.49	86.33	86.31	87.93	85.60	88.70	86.33	84.98	87.10	86.31	88.31	88.23	86.78	86.48	87.10	86.41	86.43	87.23	88.02	88.01	87.47	84.19	85.58	85.77	84.77	83.87

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
12	372	40	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	92.15	88.95	91.31	87.40	94.18	89.54	92.63	91.61	91.05	90.19	89.04	88.27	92.57	93.44	87.91	92.20	88.14	92.04	91.53	89.70	88.27	88.88	86.42	87.43	91.77	87.87
13	372	40	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	92.52	91.91	93.12	91.92	91.78	91.22	91.06	89.75	88.35	90.51	91.96	92.74	91.87	91.05	92.87	91.59	89.67	89.61	88.59	92.65	91.26	88.73	90.70	88.96	90.65	90.73
14	372	40	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	89.10	88.40	89.95	90.97	91.42	88.85	88.46	89.32	87.60	87.31	90.04	86.95	89.67	91.23	84.88	89.71	89.38	86.17	86.72	89.13	89.49	89.36	91.07	89.93	90.21	89.53
15	372	40	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	92.98	92.12	90.13	89.62	92.79	89.79	90.72	92.10	87.32	90.26	92.70	91.25	92.43	91.06	88.14	89.66	92.36	89.16	91.99	90.26	91.33	90.39	90.45	89.66	87.39	90.61
44	372	40	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	88.69	88.78	90.20	88.45	88.58	88.08	92.22	90.18	88.24	89.83	90.32	89.74	89.73	89.50	86.75	90.05	88.17	87.11	87.25	87.21	90.42	91.15	24.42	90.47	91.70	87.43
45	372	40	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	89.49	91.98	90.16	92.96	92.15	89.94	91.02	92.49	91.44	88.23	91.48	91.85	90.62	91.33	91.10	90.65	92.56	90.66	91.54	91.83	91.12	89.28	92.33	87.79	90.51	92.90
46	372	40	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	91.12	90.77	91.66	89.35	91.03	89.03	91.29	88.61	89.30	89.05	92.16	92.60	91.92	91.28	88.82	92.37	91.52	90.94	92.01	89.89	88.43	89.00	90.97	87.04	90.47	90.60
47	372	40	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	90.44	90.25	91.63	90.43	91.69	88.57	91.29	87.61	89.74	93.12	89.67	90.90	92.40	91.09	90.72	90.22	91.47	88.40	90.64	88.70	90.80	91.13	89.64	91.12	87.84	91.74
76	372	40	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	90.97	86.39	91.81	92.95	90.30	90.61	90.29	89.99	93.40	92.17	88.71	88.41	91.26	88.33	89.53	90.96	90.90	92.84	90.86	90.61	89.02	90.43	91.55	88.15	89.16	88.45
77	372	40	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	92.23	91.41	89.14	90.66	89.02	91.54	91.34	92.46	89.05	89.03	89.02	90.20	91.86	93.20	90.72	92.72	91.62	92.63	91.89	94.38	90.89	90.51	91.53	83.75	91.27	89.18
78	372	40	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	90.45	92.71	93.22	92.02	93.52	91.58	91.92	93.46	90.20	93.98	89.60	92.55	91.13	91.83	89.66	94.73	92.63	90.48	91.88	90.54	92.01	88.81	88.55	89.70	90.47	89.57
79	372	40	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.24	92.10	91.21	90.71	91.36	90.66	88.94	93.98	90.79	93.14	92.98	91.19	90.85	92.59	90.41	91.55	90.27	89.76	91.37	91.00	92.46	90.95	93.54	90.40	89.31	91.59
108	372	40	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	87.44	92.00	90.22	85.80	91.36	89.39	88.77	90.75	86.33	88.19	88.98	89.61	93.37	92.24	88.83	90.75	92.05	89.67	90.86	90.13	90.59	90.36	91.64	87.78	89.86	91.55
109	372	40	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.72	92.24	91.05	92.62	90.08	89.49	88.28	90.70	90.73	90.16	90.49	88.47	90.07	92.28	89.28	93.10	91.11	90.96	90.08	92.90	89.51	89.21	89.36	89.38	88.73	88.63
110	372	40	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	89.96	89.45	88.84	91.10	88.44	88.53	89.43	89.53	88.41	85.45	91.79	89.46	89.60	87.86	82.21	90.17	89.22	88.67	88.92	89.96	90.06	90.36	91.16	88.55	86.81	87.12
111	372	40	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	89.27	91.20	89.16	90.81	90.37	89.84	92.05	90.54	88.22	88.20	89.34	92.58	90.83	90.17	88.50	90.03	91.89	87.64	89.79	93.16	89.55	91.89	91.38	91.92	88.98	89.87
140	372	40	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	92.23	91.00	91.90	89.23	91.17	87.90	92.33	90.52	90.29	91.90	88.43	90.50	92.41	90.17	89.83	91.24	91.26	90.00	90.71	89.48	88.29	90.78	91.09	91.84	89.08	90.52
141	372	40	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	91.23	87.85	88.79	91.70	91.56	87.66	90.20	89.78	88.06	88.35	90.36	91.28	92.35	91.62	91.12	92.21	88.71	89.53	90.29	89.57	89.74	90.77	91.87	90.31	91.11	91.66
142	372	40	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	90.07	91.28	92.59	89.92	91.19	90.87	90.46	89.96	91.67	91.13	89.79	90.33	93.28	88.88	90.66	90.06	91.95	89.60	92.15	91.82	87.87	87.79	90.14	88.32	88.17	87.30
143	372	40	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	90.23	92.17	89.65	91.28	90.83	89.74	91.06	92.92	91.49	90.97	90.92	91.64	92.75	90.93	90.79	93.52	86.99	89.35	91.02	90.54	91.34	89.37	92.98	88.19	88.72	90.37
172	372	40	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	88.50	86.07	90.70	91.14	92.66	88.98	90.75	86.58	92.06	89.90	89.97	90.97	90.47	90.03	90.99	91.55	89.43	90.72	88.46	92.20	89.05	86.89	87.11	72.68	91.27	87.15
173	372	40	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	90.62	89.75	91.86	90.48	91.05	90.79	88.52	91.97	89.08	91.50	91.54	92.52	87.36	93.27	90.42	91.54	91.47	91.52	89.58	88.38	91.42	90.67	91.57	91.59	89.02	91.19
174	372	40	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	91.09	91.34	91.55	89.93	88.21	89.74	90.39	89.26	91.65	90.39	91.83	92.10	88.91	92.98	90.50	92.42	90.59	89.76	91.30	90.19	90.85	89.55	91.47	89.94	89.66	88.10
175	372	40	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	91.70	89.21	91.76	91.69	91.57	90.64	89.26	87.88	89.27	90.45	89.24	90.31	90.51	91.94	88.38	89.57	91.77	89.23	91.99	90.55	91.32	89.96	89.93	88.51	88.67	88.80
204	372	40	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	89.90	90.21	90.93	24.42	89.36	87.86	87.41	90.35	90.23	90.19	88.78	90.64	92.29	90.97	88.25	91.03	88.48	87.95	90.05	91.61	89.62	90.02	91.74	90.84	86.52	85.07
205	372	40	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	89.66	89.82	90.51	91.85	92.44	88.89	91.39	90.60	90.25	91.03	90.24	90.59	90.49	90.42	90.13	88.28	90.39	91.10	89.64	88.42	92.39	88.87	92.90	90.53	91.40	91.36
206	372	40	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	90.41	90.00	89.43	91.66	89.59	89.96	90.53	90.75	90.70	91.02	89.71	90.32	91.75	90.99	89.34	90.38	90.31	90.73	91.49	91.80	90.81	91.45	92.90	89.95	91.63	90.95
207	372	40	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	89.16	90.09	24.42	91.41	91.47	89.69	89.92	88.97	90.30	88.76	90.39	89.94	90.07	91.11	88.24	87.25	92.14	90.71	90.08	89.16	92.17	90.20	91.13	88.43	88.40	88.29
236	372	40	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	90.58	89.48	90.23	89.45	90.70	89.98	88.53	89.76	87.32	90.65	90.67	90.54	92.94	89.24	89.80	91.20	87.96	88.44	88.71	89.50	91.37	90.08	90.71	90.40	90.63	90.27
237	372	40	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	88.29	90.33	91.45	89.64	93.19	88.89	90.35	91.29	88.72	89.55	89.86	89.98	91.60	89.77	93.89	92.21	90.77	90.71	91.12	90.25	90.29	90.22	89.46	90.81	91.42	91.82
238	372	40	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	88.61	91.71	90.97	88.50	89.79	91.01	90.14	91.43	90.92	89.18	90.01	91.10	88.04	89.89	91.01	90.98	90.53	92.62	91.25	89.94	88.36	88.96	93.00	89.25	87.84	91.08
239	372	40	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	91.66	91.71	91.27	91.64	91.53	88.97	91.44	89.44	90.30	89.46	88.88	89.30	93.75	89.65	91.33	90.48	91.44	92.98	91.17	89.95	89.53	89.91	90.25	87.88	90.26	90.62
268	372	40	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	91.80	92.62	90.68	90.51	91.13	90.21	91.25	89.97	90.46	90.81	88.30	91.53	89.43	89.97	90.23	90.62	88.64	90.78	89.23	91.04	89.61	88.88	92.38	91.08	90.19	89.56
269	372	40	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	90.33	90.53	90.00	88.54	91.27	90.36	90.64	90.71	91.44	91.78	90.82	89.66	90.43	88.79	89.31	91.58	88.91	90.55	90.42	90.94	89.90	88.81	91.97	89.94	89.13	87.60
270	372	40	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	91.44	92.61	93.25	91.13	92.44	90.45	89.89	90.86	90.24	89.10	88.47	90.34	92.13	89.79	89.44	91.29	89.82	89.19	91.45	90.09	90.85	90.67	87.67	89.69	89.92	89.49
271	372	40	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.90	92.91	91.12	89.80	93.00	89.09	90.89	90.62	89.98	91.69	92.93	88.94	91.86	91.53	88.38	90.35	88.82	90.29	90.73	90.85	91.70	90.26	89.77	89.41	88.86	90.23
300	372	40	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	90.39	86.46	91.08	91.20	24.42	88.94	91.96	89.33	88.39	89.99	91.06	88.58	89.04	87.27	88.88	90.79	93.59	88.39	90.16	90.00	91.14	90.71	89.25	90.43	87.59	91.55
301	372	40	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	93.29	88.82	89.04	92.05	90.67	90.80	90.24	89.98	89.36	88.22	91.55	88.79	90.11	92.16	87.53	90.09	88.70	87.56	91.03	88.42	91.92	89.95	89.59	90.54	89.30	91.11
302	372	40	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	89.75	91.63	92.70	91.26	91.63	89.95	92.95	89.96	91.17	89.34	90.11	91.73	89.88	91.31	90.41	89.96	91.39	91.96	89.81	90.74	90.31	89.86	92.51	90.38	91.14	89.38
303	372	40	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.30	90.55	91.42	90.47	92.82	90.19	90.62	89.76	91.40	89.38	87.85	90.78	91.47	89.61	85.88	91.23	91.61	87.96	90.63	88.72	88.37	90.59	91.40	91.06	89.32	88.70
332	372	40	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	91.50	85.19	89.36	89.38	91.19	88.52	89.65	92.24	92.42	91.07	90.28	91.49	90.35	90.44	87.71	91.24	90.21	90.26	91.47	90.62	89.34	87.56	91.18	89.04	88.04	91.05
333	372	40	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	85.06	90.41	92.73	90.59	92.63	89.13	92.66	90.58	90.12	93.34	91.05	88.94	91.42	91.37	89.84	91.01	94.05	90.52	92.11	92.79	91.14	90.36	93.19	89.53	88.92	91.19
334	372	40	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.35	91.24	92.43	90.00	92.87	90.69	91.68	92.11	92.47	93.93	92.47	91.16	90.86	89.04	89.34	93.02	90.80	92.85	94.06	89.73	90.09	89.81	92.14	91.87	89.84	90.20
335	372	40	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	91.79	90.27	91.51	87.93	90.39	88.38	91.04	93.05	88.80	89.03	90.71	91.90	91.61	92.17	90.73	92.88	90.85	91.10	90.87	89.66	89.32	92.58	90.66	90.04	89.78	89.42
364	372	40	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	90.78	92.97	93.72	87.74	90.94	89.38	91.47	87.76	88.88	89.79	90.15	91.40	90.40	89.48	89.86	90.87	91.23	88.85	90.03	88.86	83.81	90.56	87.91	90.59	91.25	91.71
365	372	40	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	90.61	91.51	92.16	88.88	88.77	88.86	90.98	90.14	91.19	90.90	90.49	92.61	92.05	91.50	88.26	91.77	91.28	89.34	92.44	93.92	87.70	91.58	92.25	90.75	86.65	91.12
366	372	40	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.19	91.49	91.44	91.91	91.22	92.14	92.26	89.75	91.78	90.43	90.02	91.87	90.42	92.43	90.13	91.06	88.32	91.46	90.62	90.04	91.02	91.49	88.59	89.46	90.76	89.26
367	372	40	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	90.06	91.66	92.34	90.24	93.90	90.56	92.31	88.70	92.18	92.88	91.71	89.74	91.93	89.61	91.99	91.10	92.05	92.03	91.02	91.56	91.08	91.79	91.79	89.42	90.77	89.54
396	372	40	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	89.42	91.73	90.32	87.91	89.83	88.43	88.71	89.39	90.88	90.42	89.10	90.47	91.28	89.99	89.29	90.19	88.70	89.07	90.43	90.13	90.95	89.41	92.11	89.06	89.56	88.49
397	372	40	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	91.33	91.72	91.83	91.22	90.85	87.26	90.97	87.73	90.32	87.11	92.40	90.38	91.48	92.32	88.17	92.31	92.92	91.96	90.29	88.89	91.35	91.66	89.02	88.92	89.15	89.79
398	372	40	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	93.23	89.90	93.02	90.41	90.05	90.98	90.76	91.72	87.00	92.04	89.09	89.91	91.84	90.97	90.13	91.19	91.22	94.09	89.65	91.42	91.37	91.24	90.49	92.09	89.56	89.09
399	372	40	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	90.31	90.53	91.41	89.48	90.48	92.71	87.59	88.94	89.95	90.38	88.84	90.26	90.89	89.19	87.72	90.27	87.65	89.66	90.52	90.64	89.20	89.70	91.38	88.85	91.19	89.13
428	372	40	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	85.94	88.06	89.69	89.20	89.03	90.43	90.66	88.77	91.48	90.75	89.74	88.80	90.22	91.78	89.84	85.35	91.82	90.41	89.77	88.58	89.62	90.18	89.39	91.00	90.34	89.33
429	372	40	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	90.45	90.55	91.22	91.11	91.54	89.43	91.27	89.55	91.37	91.14	89.45	91.05	91.29	88.62	89.03	91.41	90.78	89.54	90.50	90.88	90.17	90.42	89.73	91.64	88.67	90.82
430	372	40	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	90.36	91.51	89.83	90.61	89.29	89.45	91.84	86.43	91.95	91.56	91.84	89.82	89.55	89.16	86.79	90.10	90.33	93.69	88.39	89.06	89.65	87.50	91.83	88.86	89.75	88.19
431	372	40	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	87.65	89.19	92.30	91.42	92.82	90.17	93.72	87.89	90.15	88.95	93.22	89.79	93.17	91.33	90.41	91.53	92.26	92.07	91.04	89.33	89.53	90.31	88.64	90.73	89.87	89.29
460	372	40	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	83.70	90.60	89.20	89.84	91.08	88.52	90.33	89.95	89.49	91.26	90.11	89.90	87.53	91.36	89.88	90.79	88.74	87.15	89.89	90.56	86.79	88.89	86.35	90.57	86.66	91.30
461	372	40	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	92.01	91.05	92.89	91.25	94.34	90.91	90.97	89.40	90.08	90.93	92.12	89.09	92.16	94.19	92.19	92.08	90.40	90.72	92.11	89.80	91.63	89.29	91.44	89.42	89.61	90.07
462	372	40	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	92.03	90.04	92.06	92.41	92.40	90.83	92.71	90.70	88.11	91.37	91.87	92.07	91.72	91.18	90.83	91.24	94.51	90.21	91.99	91.69	92.87	89.39	91.33	92.20	89.59	88.16
463	372	40	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	90.60	90.68	90.16	89.47	93.61	88.62	89.88	91.20	91.24	87.31	92.70	88.59	92.25	92.90	90.90	92.07	89.91	89.50	91.55	91.71	87.89	90.36	89.80	91.28	90.00	90.94
492	372	40	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	91.13	90.97	90.12	91.67	90.90	88.44	89.40	91.79	89.50	90.38	90.30	89.54	90.99	90.64	86.66	91.04	89.78	88.16	90.96	89.09	89.80	91.16	88.89	90.08	88.72	92.14
493	372	40	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	90.33	91.51	89.53	90.89	88.63	90.37	88.57	88.22	88.36	90.83	92.44	89.94	93.53	89.37	87.81	90.00	90.35	90.06	89.50	91.55	91.10	89.10	91.16	90.99	89.48	88.37
494	372	40	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	89.18	91.53	91.38	89.82	90.93	89.92	90.93	88.08	90.64	89.62	92.07	90.60	91.47	89.15	91.84	92.63	90.31	90.71	90.16	89.99	88.63	90.66	89.80	88.93	89.05	90.92
495	372	40	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	87.32	90.57	90.56	90.82	91.41	89.12	91.17	90.90	89.85	89.00	89.84	89.87	90.68	90.01	89.38	91.03	89.39	90.83	90.86	90.63	91.48	91.58	90.81	88.72	89.33	89.04
524	372	40	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	92.56	88.98	87.81	91.25	88.88	89.84	90.51	89.43	89.14	90.67	89.99	91.37	89.34	90.49	89.17	90.40	90.73	89.01	89.60	89.38	90.50	90.56	92.75	88.15	91.17	89.50
525	372	40	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	90.90	91.14	89.61	91.24	92.29	88.60	91.81	90.24	89.28	89.25	90.30	89.31	90.98	90.05	91.35	89.00	90.14	86.82	90.09	92.10	90.29	90.65	90.01	89.77	92.93	89.24
526	372	40	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	91.89	90.27	90.29	89.10	92.51	90.40	87.91	90.31	92.20	90.95	90.74	89.89	90.95	89.39	89.83	92.36	91.31	88.14	89.19	90.49	89.89	90.10	90.93	90.72	91.28	90.92
527	372	40	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	90.72	90.31	92.72	90.55	92.98	88.19	93.12	91.00	92.00	90.15	89.44	90.36	92.05	92.66	88.06	91.45	91.98	90.34	90.78	89.73	90.50	90.08	90.79	87.66	91.79	89.42
556	372	40	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	89.91	70.83	88.84	91.51	91.28	87.93	92.77	92.44	89.61	89.73	90.10	89.03	89.02	90.26	90.25	91.98	87.21	90.75	90.36	89.77	91.57	90.10	89.82	90.22	90.17	89.09
557	372	40	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	90.03	90.61	91.26	90.78	90.53	90.78	90.89	90.13	92.99	88.86	90.59	91.95	92.16	90.96	88.33	89.38	89.59	88.96	90.98	89.58	91.91	90.28	90.75	92.57	91.72	89.20
558	372	40	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	92.55	91.38	93.09	90.10	89.25	89.36	91.42	88.82	89.42	91.22	90.27	90.71	90.39	90.95	89.57	92.21	91.39	90.50	91.25	91.07	89.34	89.85	90.99	90.13	89.23	89.01
559	372	40	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	91.91	90.39	89.95	89.48	91.85	91.41	90.63	91.23	90.34	91.24	92.59	88.94	91.70	89.92	92.88	90.99	90.53	91.57	90.56	90.57	90.13	89.72	90.65	87.71	90.87	88.79
588	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.27	89.61	90.30	90.99	88.43	89.62	90.84	87.69	89.63	88.39	89.36	89.14	90.97	90.05	90.58	91.03	90.73	90.86	92.30	88.38	91.52	87.18	90.78	90.32	87.48	88.19
589	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.10	91.40	90.51	89.29	88.47	88.53	89.17	90.09	89.79	91.26	90.08	89.46	89.73	89.42	89.73	89.10	89.53	88.00	91.30	89.75	88.91	89.48	90.31	90.77	90.43	89.76
590	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.55	89.13	86.80	90.54	87.26	87.36	89.65	89.41	89.59	89.90	89.52	87.76	89.28	90.00	88.85	89.41	89.87	91.38	87.95	89.47	90.45	89.64	92.07	89.83	89.18	89.48
591	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.46	89.08	89.17	89.05	89.22	88.54	89.25	90.42	87.91	88.95	88.49	89.57	87.05	90.26	90.34	88.31	90.83	88.36	91.55	86.87	92.29	90.90	93.06	90.52	89.83	90.31
620	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	88.85	91.96	91.61	91.94	91.52	90.53	91.41	90.96	91.28	90.06	90.03	91.35	90.46	90.70	87.87	87.84	89.94	90.88	91.04	90.31	90.09	89.61	92.66	88.53	91.86	91.35
621	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.56	90.85	89.89	87.15	89.67	91.23	90.09	90.12	88.64	89.84	92.76	90.01	89.81	90.63	88.97	90.89	90.11	90.62	93.04	91.30	92.14	89.14	91.87	86.23	91.10	91.63
622	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.04	90.22	92.58	90.58	91.79	91.58	87.99	89.37	89.35	89.62	91.83	88.25	90.19	92.10	89.87	90.38	90.84	89.80	92.53	91.58	88.55	90.39	92.77	90.32	92.03	89.86
623	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.01	90.29	89.82	90.06	92.04	91.13	91.95	90.89	89.21	90.45	91.84	87.82	91.97	91.40	89.20	91.02	91.26	91.59	91.96	91.59	89.15	89.94	92.93	86.95	89.70	88.79
652	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.40	91.70	92.12	91.03	91.35	92.32	90.59	91.44	89.85	89.28	92.23	91.15	91.42	90.02	88.74	89.29	89.41	91.66	91.29	91.35	90.97	92.31	90.99	90.80	91.28	87.75
653	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.30	92.43	91.17	91.31	92.27	89.68	92.47	90.34	91.28	89.77	90.26	89.31	88.89	90.16	90.95	89.94	89.72	91.38	90.48	92.04	91.72	89.26	92.77	89.13	91.74	87.04
654	372	40	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.71	89.97	93.12	89.86	88.20	90.75	90.98	91.11	91.77	89.88	93.00	91.28	91.27	90.72	92.51	90.16	86.36	89.36	93.53	87.75	90.21	89.44	91.14	91.81	91.45	90.45
655	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.49	86.15	91.27	91.17	91.77	91.80	89.39	89.09	89.79	88.96	92.50	91.49	91.58	91.53	91.51	90.79	89.84	90.55	90.85	92.05	91.15	90.12	92.69	90.67	90.63	87.53
684	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.53	91.26	89.18	90.42	89.41	89.26	90.56	88.50	89.98	88.31	89.72	86.86	89.46	87.01	88.61	90.56	92.25	89.18	90.56	89.14	88.94	89.22	90.62	87.89	89.90	89.95
685	372	40	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.06	88.37	87.73	89.09	88.14	87.35	90.61	90.55	88.31	88.89	90.26	86.99	89.56	91.00	87.82	90.92	91.26	90.44	89.43	89.39	89.14	86.96	89.88	89.42	87.98	87.07
686	372	40	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.10	86.85	88.78	89.67	90.69	87.69	90.60	88.89	88.35	87.63	88.17	87.50	89.22	90.09	89.61	86.02	90.33	89.68	90.04	87.92	90.83	86.80	89.72	88.86	90.09	86.66
687	372	40	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	86.24	89.18	90.64	89.34	88.87	87.23	90.49	92.30	85.47	88.51	91.48	87.29	88.23	89.61	87.81	88.28	92.82	90.78	89.05	87.04	89.86	89.11	91.16	89.49	88.82	89.73
716	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	92.24	90.19	90.99	90.12	88.63	89.84	91.06	89.46	91.03	89.47	91.22	89.82	90.98	92.21	91.79	91.90	92.80	90.25	92.97	90.58	90.08	90.64	92.22	89.48	90.83	92.01
717	372	40	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	90.12	90.65	90.72	90.47	91.19	90.28	89.57	89.35	90.35	86.33	89.84	89.93	92.40	90.66	90.89	91.55	90.81	90.11	90.29	90.86	89.91	89.44	90.30	89.44	90.37	89.34
718	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.43	89.37	90.17	89.54	89.56	88.97	91.10	91.31	89.99	88.04	88.60	87.88	91.15	92.55	89.93	90.72	92.03	91.32	90.66	90.56	87.60	90.19	91.38	90.62	91.75	91.97
719	372	40	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.60	87.84	92.35	88.90	90.99	87.41	89.13	88.63	90.83	92.02	91.15	89.88	90.96	89.17	88.11	90.01	90.26	88.43	90.03	90.33	89.66	90.39	90.81	91.61	90.26	87.79
748	372	40	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.74	92.05	90.11	88.14	88.98	91.41	88.95	87.44	90.19	90.12	91.15	89.18	90.01	90.97	88.47	87.67	92.03	90.95	89.04	91.00	88.42	90.28	91.45	89.91	89.08	87.34
749	372	40	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.28	91.41	93.52	89.63	91.26	90.98	90.37	89.57	91.53	89.02	93.16	91.21	90.42	91.82	88.64	90.45	91.51	91.41	93.06	91.41	91.03	89.92	90.36	89.66	92.74	88.75
750	372	40	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.02	92.20	90.66	91.12	91.25	91.47	90.03	90.87	90.95	89.17	89.64	90.08	90.62	91.44	87.36	89.95	93.79	89.50	92.05	90.93	89.63	89.00	93.74	91.13	89.19	90.70
751	372	40	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.12	89.10	91.38	89.49	90.18	92.68	90.81	89.08	90.77	90.17	92.79	88.85	90.02	90.93	91.81	92.55	88.94	90.74	90.83	90.04	89.58	90.03	92.24	90.62	88.91	88.55
780	372	40	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	87.81	89.30	91.20	87.73	90.74	88.14	88.43	87.07	90.18	87.95	88.93	88.75	89.39	90.53	88.32	90.32	91.02	88.90	89.87	91.04	88.95	88.61	89.18	88.46	89.31	87.56
781	372	40	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.69	89.27	90.27	88.65	89.37	89.37	90.18	87.40	89.31	89.73	90.66	89.00	88.07	88.04	87.80	89.32	91.40	88.85	88.97	88.31	91.14	87.23	90.04	89.92	88.71	86.77
782	372	40	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.51	89.53	88.80	88.83	86.98	88.76	88.91	88.89	87.80	88.65	89.94	88.20	88.22	89.20	89.32	89.63	91.62	88.42	89.92	87.57	89.17	87.25	88.22	86.29	89.20	87.03
783	372	40	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	88.85	89.01	88.62	89.23	91.10	88.64	88.18	89.75	88.74	88.39	89.49	88.49	87.85	90.58	87.82	89.74	88.18	87.75	89.55	90.59	89.21	88.74	89.55	89.90	87.60	88.04
812	372	40	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.57	90.13	92.07	88.91	88.29	89.14	89.78	88.29	90.21	89.58	92.53	86.90	90.87	88.85	90.45	88.71	89.24	90.79	92.55	89.45	90.07	88.45	90.57	88.78	87.98	89.79
813	372	40	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	92.71	89.10	90.51	89.36	90.32	89.08	90.86	88.90	89.30	89.94	89.36	90.35	89.54	89.54	87.86	90.15	87.44	88.00	91.13	88.34	89.26	88.44	89.71	86.92	87.96	88.08
814	372	40	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	87.50	89.02	91.96	87.93	87.59	88.86	90.13	89.12	89.35	90.46	90.80	86.91	90.70	91.22	90.77	91.43	92.25	88.00	90.36	89.41	89.33	89.48	90.31	89.00	89.37	86.78
815	372	40	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	89.80	92.76	90.28	88.72	89.89	87.76	90.07	89.44	88.68	88.96	88.07	87.72	89.80	90.16	89.46	89.79	89.65	88.83	88.30	88.65	88.80	88.59	89.88	88.67	88.87	88.68
844	372	40	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	89.40	90.83	88.48	89.10	88.65	88.06	89.80	88.97	89.34	89.99	89.25	89.89	92.18	89.74	87.93	89.74	90.31	92.21	90.52	89.34	89.33	89.91	90.38	90.47	88.85	88.00
845	372	40	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.36	89.96	91.94	90.50	91.52	86.77	89.13	89.19	89.70	88.96	92.31	88.71	89.27	90.14	88.52	89.72	91.06	89.74	87.61	90.11	89.59	88.23	88.90	88.87	88.38	88.92
846	372	40	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	89.23	90.12	89.66	89.00	90.97	90.36	88.75	88.47	89.19	88.04	90.07	87.09	91.80	90.53	89.78	91.16	91.86	91.09	91.07	88.04	88.74	90.16	90.23	90.66	89.70	88.02
847	372	40	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	87.71	89.65	90.83	90.24	86.41	89.23	89.07	88.96	87.92	88.12	89.39	89.42	90.62	87.31	90.14	89.91	91.52	89.29	89.26	89.07	89.31	88.03	90.67	90.56	88.29	87.64
876	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.09	89.51	89.04	89.64	89.55	89.59	88.43	88.48	88.92	87.97	92.29	88.68	90.12	87.44	90.66	90.03	91.94	88.90	90.26	88.93	89.21	88.81	89.64	90.81	91.01	86.89
877	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.85	88.91	90.33	89.39	91.20	89.65	90.29	89.43	89.83	90.27	90.40	88.61	88.41	90.81	90.81	89.66	90.64	90.34	88.46	89.60	87.71	88.20	93.22	90.28	88.16	90.20
878	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.35	89.49	89.65	89.81	88.97	89.71	91.46	89.17	90.21	90.39	89.58	89.34	91.30	90.59	85.56	89.91	91.05	90.36	86.65	89.37	91.08	89.46	90.37	89.15	87.81	89.37
879	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.11	89.60	91.94	90.28	91.31	88.84	90.34	89.47	90.58	88.30	90.83	90.07	89.45	90.00	88.15	89.72	90.91	92.62	90.27	89.68	89.13	88.00	91.74	88.41	89.22	86.49
908	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.02	90.04	89.72	90.50	90.79	89.49	90.14	89.83	90.96	91.33	91.46	91.03	90.07	91.14	91.09	88.90	91.77	90.88	91.94	89.23	92.69	88.69	93.16	89.20	93.26	90.35
909	372	40	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.30	90.18	91.33	92.02	89.54	90.68	89.99	91.79	89.67	88.36	90.53	90.95	90.94	91.03	89.93	90.26	90.62	90.71	91.55	88.26	90.37	89.86	91.50	89.21	90.68	89.44
910	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.28	90.96	90.48	91.92	92.05	88.36	90.87	91.25	87.88	91.13	90.17	91.70	89.79	90.78	89.81	90.02	90.09	92.18	89.24	90.37	90.09	89.79	91.17	89.32	90.65	92.31
911	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.50	88.80	91.65	91.70	91.56	90.67	90.17	89.21	90.39	91.36	92.24	92.16	90.87	89.83	89.86	89.60	91.73	91.50	92.03	92.07	91.07	90.04	92.30	90.94	90.01	91.31
940	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	91.28	91.58	90.15	91.07	90.95	92.48	90.41	91.09	91.17	89.41	92.51	92.14	90.57	89.89	90.19	90.41	90.44	91.54	92.46	90.49	90.13	88.66	93.46	89.92	92.10	91.18
941	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	89.88	92.09	89.99	92.01	91.08	91.25	92.10	90.46	92.38	91.43	91.15	89.35	89.53	92.32	88.95	88.32	91.07	91.82	92.06	89.31	90.80	90.11	92.67	90.33	92.06	87.00
942	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.76	91.52	93.23	91.29	91.94	90.53	91.20	90.38	90.02	90.47	92.05	92.66	90.24	90.40	90.03	90.92	91.34	90.65	90.85	91.20	93.23	89.91	92.16	90.33	91.39	90.02
943	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.53	91.54	92.85	91.02	91.13	90.26	89.91	88.44	91.07	92.08	90.27	90.49	91.76	90.29	92.41	91.81	92.91	90.94	91.40	91.69	91.33	92.08	91.50	90.30	91.00	91.19
972	372	40	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	90.28	88.03	87.62	88.91	88.79	89.73	90.06	90.82	87.68	89.81	87.85	88.10	88.67	91.24	89.00	89.20	90.34	91.55	89.92	89.94	90.30	88.35	89.68	88.27	84.91	86.10
973	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.83	89.35	89.08	89.21	88.83	88.32	87.32	91.39	89.81	88.66	91.82	90.75	89.48	90.87	89.92	89.27	91.63	90.62	89.85	88.81	90.89	86.31	92.23	89.18	92.21	89.47
974	372	40	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.50	88.07	91.16	90.82	90.33	90.02	90.94	89.17	90.83	88.38	90.86	87.04	88.65	88.18	89.82	89.14	87.33	88.55	89.64	87.85	88.96	88.89	89.39	88.71	88.69	91.57
975	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.50	89.30	90.56	90.08	89.27	89.58	90.83	89.23	89.78	89.94	91.01	88.30	90.90	88.83	90.60	91.29	90.14	90.64	86.78	88.70	90.76	86.87	88.81	89.58	92.25	90.63
1004	372	40	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	90.99	90.85	91.46	89.31	91.48	86.68	91.50	89.14	90.23	90.69	90.24	86.17	91.15	88.24	87.76	89.95	89.05	89.94	90.78	88.52	89.10	89.22	92.48	89.04	87.50	90.19
1005	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.58	90.58	91.59	90.27	90.29	88.67	91.57	89.17	91.10	89.18	90.69	90.05	89.46	92.49	91.08	91.45	91.81	90.94	90.16	89.64	89.51	90.97	91.92	90.95	88.42	89.27
1006	372	40	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.69	92.06	91.37	90.45	90.98	90.02	91.11	90.28	91.81	90.76	92.47	89.42	91.29	89.72	89.04	91.26	91.01	92.40	92.14	90.04	91.94	91.22	92.13	90.63	93.03	90.99
1007	372	40	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	92.09	88.48	89.76	90.25	90.06	89.84	91.34	87.45	91.76	90.76	89.84	90.10	92.52	88.86	91.83	90.99	89.91	89.51	90.72	91.77	91.11	89.83	92.64	90.39	91.64	87.92
1036	372	40	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	89.32	91.14	91.20	91.00	91.55	90.80	90.31	90.85	89.76	89.51	92.22	90.39	90.67	86.77	86.31	89.12	91.19	89.12	89.68	92.47	90.27	89.69	94.04	90.17	90.66	91.93
1037	372	40	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.27	91.80	93.28	91.50	90.16	91.23	91.10	89.32	88.78	90.59	91.91	89.21	92.17	91.34	88.98	90.91	91.14	90.22	92.31	90.96	91.48	90.30	89.66	92.12	90.77	90.12
1038	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.69	92.26	90.39	89.77	90.01	89.53	92.41	91.71	90.00	89.83	92.50	89.93	90.87	91.34	91.28	91.74	90.29	86.91	91.66	92.49	92.87	90.45	90.76	90.23	91.95	92.89
1039	372	40	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	92.68	92.25	90.76	90.09	92.74	90.30	91.32	89.79	89.39	90.31	91.79	90.69	91.34	91.08	87.29	90.40	91.06	90.49	91.30	91.33	89.84	87.87	93.99	90.71	91.31	90.08
1068	372	40	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.73	89.79	88.76	88.65	88.50	88.14	87.46	90.03	90.74	88.56	88.12	89.02	88.68	90.94	89.31	89.40	91.23	90.95	89.76	87.53	90.73	87.44	90.30	87.89	90.42	88.83
1069	372	40	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	88.75	86.48	88.33	88.88	89.93	88.93	89.99	88.39	87.61	89.79	87.11	90.18	89.82	90.53	87.84	88.27	88.83	87.99	90.45	86.80	89.47	89.62	88.80	86.09	91.19	87.35
1070	372	40	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.30	90.08	88.60	87.88	88.73	85.01	88.70	88.77	89.58	87.28	88.74	87.60	87.35	86.95	87.85	89.28	89.16	86.95	91.02	88.00	89.60	86.59	87.86	88.32	88.04	89.15
1071	372	40	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.24	87.76	88.04	88.96	90.47	87.79	87.89	89.29	87.52	87.64	88.01	87.01	88.10	89.29	89.71	89.54	89.40	87.23	88.12	88.82	88.93	84.91	91.84	90.22	88.88	87.32
1100	372	40	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	88.76	86.93	90.20	88.18	89.57	91.09	89.20	89.87	88.93	89.61	90.16	89.79	90.64	89.57	89.21	89.38	89.65	89.85	89.73	89.15	89.27	89.71	91.48	89.60	88.80	89.34
1101	372	40	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	88.37	90.17	89.13	89.59	89.70	88.94	90.13	90.34	88.32	91.13	92.35	90.55	90.27	90.97	89.68	89.75	91.80	90.23	90.77	90.55	89.35	89.55	89.60	89.07	94.02	88.84
1102	372	40	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	88.43	90.70	89.50	89.55	90.78	86.50	89.49	89.09	89.83	88.72	88.99	87.49	90.95	90.29	87.11	89.40	90.74	91.20	89.15	90.08	89.29	88.54	91.95	90.00	89.37	87.35
1103	372	40	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	87.07	89.40	89.91	88.60	88.83	88.53	89.16	89.09	87.32	88.81	88.87	89.09	89.47	88.40	88.49	90.85	89.54	90.34	91.51	89.73	89.98	87.97	90.73	88.58	88.88	87.65
1132	372	40	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	93.02	89.24	90.61	88.31	91.11	90.56	89.97	88.36	91.37	89.56	90.82	90.48	90.20	91.02	87.57	88.63	89.52	88.25	91.35	91.15	90.55	89.23	90.82	88.53	88.00	90.29
1133	372	40	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	90.59	90.01	89.86	90.87	89.04	90.13	92.25	87.96	90.25	88.25	91.91	88.31	89.87	89.80	90.34	88.34	91.46	90.26	89.96	90.32	90.34	89.61	91.53	90.16	89.27	87.37
1134	372	40	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	91.24	88.62	91.13	90.07	89.79	89.57	90.32	88.80	88.34	90.74	91.36	89.59	90.33	93.01	89.36	90.05	91.88	90.90	89.05	90.19	90.68	89.63	92.03	91.35	89.66	88.51
1135	372	40	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	90.25	89.37	90.29	89.45	90.34	91.74	88.72	84.95	90.32	89.27	89.38	90.32	89.36	91.74	89.13	90.79	90.51	88.42	92.44	89.97	92.86	88.82	90.41	92.05	89.49	88.75

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
655	88.37	87.78	88.81	87.50	88.33	89.71	87.95	88.85	87.54	87.60	89.46	89.93	87.82	88.66	90.22	88.71	89.08	88.53	90.97	89.99	86.13	88.38	88.98	86.74	87.84	87.28	88.506154
591	87.76	88.73	87.46	87.74	88.89	88.41	87.65	88.22	88.64	89.63	88.23	88.68	88.71	87.57	89.01	86.79	88.43	87.55	89.63	89.14	87.78	87.53	90.16	88.13	89.14	89.76	88.437308
911	87.10	87.62	88.42	89.25	87.92	88.31	88.38	88.76	89.37	89.19	88.21	88.71	88.39	88.51	89.21	88.85	89.07	88.37	90.18	90.19	87.80	87.79	87.55	86.67	86.85	87.73	88.400000
622	88.03	88.98	87.56	89.22	87.22	90.21	87.86	88.31	87.97	87.30	89.83	89.41	87.99	87.30	88.45	88.90	87.54	88.25	89.99	89.71	86.27	86.22	88.94	89.81	88.71	86.53	88.327308
653	88.79	87.94	88.91	88.48	88.02	87.73	88.61	89.49	88.25	87.58	89.17	88.74	87.65	88.07	90.40	88.32	88.54	88.52	89.18	88.03	85.69	87.48	90.41	86.11	88.54	86.21	88.263846
588	88.50	88.70	88.17	89.66	87.06	88.76	89.22	87.87	89.61	87.77	89.08	89.06	88.26	88.40	89.82	88.79	88.51	89.50	89.03	89.12	86.91	85.19	85.42	86.99	88.13	86.69	88.239231
879	88.60	88.80	87.98	88.98	88.53	88.47	87.42	88.57	89.46	88.30	90.76	89.11	88.78	87.61	88.12	89.47	88.03	90.52	88.93	90.18	85.84	86.07	88.60	84.06	86.33	86.61	88.235769
684	89.33	89.64	87.21	88.16	87.85	89.22	88.69	88.29	88.14	87.85	88.37	88.08	89.44	87.34	88.73	88.67	88.07	86.79	89.50	89.06	86.49	86.65	88.66	86.16	87.81	89.51	88.219615
716	88.04	89.31	87.35	88.00	87.33	89.23	88.07	89.00	88.33	88.30	88.47	89.37	88.90	88.92	88.35	88.47	90.04	87.22	89.56	88.73	86.10	86.58	88.10	85.15	87.91	88.62	88.209615
620	86.85	88.57	88.92	89.37	87.91	89.72	89.64	87.97	87.96	88.04	88.13	90.23	89.13	86.42	88.50	87.69	89.08	87.95	89.15	88.86	85.84	86.70	88.52	85.43	88.57	87.95	88.196154

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
876	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	87.34	88.38	86.67	87.17	87.28	88.90	87.31	88.42	88.26	87.72	89.74	89.70	87.95	87.55	87.07	88.23	90.22	89.24	90.23	89.03	85.22	86.82	88.55	87.01	88.68	85.82
877	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.13	88.78	87.35	88.56	88.03	87.46	88.88	88.00	89.13	88.25	88.69	88.38	89.52	88.22	88.50	87.14	87.77	88.57	87.80	89.18	85.71	86.36	89.94	87.24	85.96	86.99
878	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	88.00	88.88	87.70	88.40	87.95	88.43	88.84	88.79	88.65	88.93	89.48	88.41	88.02	88.63	86.91	88.63	87.89	87.77	87.97	88.70	88.03	86.07	89.05	87.27	86.03	85.69
879	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.60	88.80	87.98	88.98	88.53	88.47	87.42	88.57	89.46	88.30	90.76	89.11	88.78	87.61	88.12	89.47	88.03	90.52	88.93	90.18	85.84	86.07	88.60	84.06	86.33	86.61
973	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	86.32	88.72	87.12	86.53	89.13	87.68	85.69	87.80	89.24	85.62	89.34	89.27	86.68	88.59	89.45	88.44	88.76	89.72	87.96	87.79	86.11	85.55	88.96	85.66	88.72	86.43
975	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	87.61	89.25	88.03	87.83	87.01	88.60	89.19	87.18	87.47	87.91	89.29	89.16	90.41	87.19	88.75	88.25	89.18	88.20	88.08	89.59	86.24	84.58	87.35	88.03	88.76	87.12
588	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.50	88.70	88.17	89.66	87.06	88.76	89.22	87.87	89.61	87.77	89.08	89.06	88.26	88.40	89.82	88.79	88.51	89.50	89.03	89.12	86.91	85.19	85.42	86.99	88.13	86.69
589	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	87.39	88.58	88.95	88.19	87.39	88.22	87.21	87.99	87.49	88.68	89.41	89.60	88.73	86.37	88.03	88.83	87.71	87.47	89.73	89.33	87.19	85.78	89.52	87.70	87.12	89.26
590	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	87.97	88.50	86.65	89.23	87.87	87.57	88.69	87.74	87.57	87.55	89.17	87.19	88.07	87.67	88.06	87.86	88.08	88.46	90.31	88.94	85.21	87.90	89.71	85.99	86.16	88.29
591	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	87.76	88.73	87.46	87.74	88.89	88.41	87.65	88.22	88.64	89.63	88.23	88.68	88.71	87.57	89.01	86.79	88.43	87.55	89.63	89.14	87.78	87.53	90.16	88.13	89.14	89.76
684	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.33	89.64	87.21	88.16	87.85	89.22	88.69	88.29	88.14	87.85	88.37	88.08	89.44	87.34	88.73	88.67	88.07	86.79	89.50	89.06	86.49	86.65	88.66	86.16	87.81	89.51
908	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.28	88.49	86.46	88.18	87.93	88.14	86.71	89.24	89.34	88.25	88.24	89.94	87.76	86.98	88.02	86.92	89.13	88.52	89.86	88.12	87.26	86.59	87.89	86.36	89.14	86.00
910	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	87.93	87.62	88.02	88.85	87.52	88.34	88.08	88.94	88.24	88.66	88.45	87.53	87.24	88.89	89.46	89.37	87.70	88.06	88.14	88.19	87.10	88.37	87.94	85.50	88.84	89.38
911	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.10	87.62	88.42	89.25	87.92	88.31	88.38	88.76	89.37	89.19	88.21	88.71	88.39	88.51	89.21	88.85	89.07	88.37	90.18	90.19	87.80	87.79	87.55	86.67	86.85	87.73
1005	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.63	87.70	89.66	88.35	88.14	87.16	88.36	86.85	88.32	86.67	90.05	90.20	87.91	87.81	89.47	89.54	89.03	88.49	88.69	87.67	86.04	87.29	86.92	86.12	86.39	84.51
620	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.85	88.57	88.92	89.37	87.91	89.72	89.64	87.97	87.96	88.04	88.13	90.23	89.13	86.42	88.50	87.69	89.08	87.95	89.15	88.86	85.84	86.70	88.52	85.43	88.57	87.95
621	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.28	88.94	87.69	85.82	88.84	89.02	87.97	88.81	88.24	88.33	89.51	89.20	88.15	87.62	89.81	88.52	86.59	88.67	89.26	89.26	86.72	87.38	86.99	85.05	86.33	86.61
622	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.03	88.98	87.56	89.22	87.22	90.21	87.86	88.31	87.97	87.30	89.83	89.41	87.99	87.30	88.45	88.90	87.54	88.25	89.99	89.71	86.27	86.22	88.94	89.81	88.71	86.53
623	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.37	89.79	89.81	88.14	88.46	88.22	89.20	88.71	87.79	86.67	89.31	88.93	88.94	87.66	88.17	88.98	87.85	88.72	89.76	89.42	84.55	86.59	87.59	83.93	87.22	86.14
716	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.04	89.31	87.35	88.00	87.33	89.23	88.07	89.00	88.33	88.30	88.47	89.37	88.90	88.92	88.35	88.47	90.04	87.22	89.56	88.73	86.10	86.58	88.10	85.15	87.91	88.62
718	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	86.24	87.48	86.53	87.91	87.95	89.65	87.07	87.68	88.19	87.72	88.65	88.54	88.97	87.55	88.40	88.90	89.73	87.95	88.37	87.89	85.51	86.25	89.05	87.65	88.41	89.40
940	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.25	89.07	86.61	88.37	88.24	89.00	86.76	89.43	88.15	87.96	88.82	89.23	89.94	88.07	89.02	89.29	87.64	88.33	89.23	88.75	84.69	86.12	88.69	85.82	87.52	88.19
941	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.35	88.40	87.25	87.68	87.18	88.96	87.90	88.11	88.32	89.68	88.66	88.52	89.09	88.27	87.79	88.34	89.46	88.78	89.48	88.09	86.99	85.46	86.74	88.25	88.02	83.65
942	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	87.45	87.06	89.16	88.38	89.35	88.32	89.01	88.48	88.08	87.76	89.65	89.66	89.48	87.97	86.43	88.48	87.28	87.33	88.16	89.32	88.45	87.73	84.79	87.15	86.90	86.29
943	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.63	89.62	87.45	86.91	86.93	89.26	87.47	88.40	88.41	88.82	89.34	89.01	88.17	87.95	89.18	87.13	89.31	88.74	88.52	88.67	86.64	86.31	86.54	86.73	86.08	87.82
1038	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.43	88.25	88.55	86.23	87.60	87.58	88.54	88.52	86.60	87.61	90.02	87.90	88.53	88.55	87.84	87.82	88.74	87.71	89.13	88.94	86.74	85.97	86.61	86.52	88.98	89.20
652	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	87.43	89.85	88.33	87.74	86.91	88.64	87.73	88.00	87.66	87.60	89.22	88.96	90.47	86.56	87.56	89.83	88.52	88.14	89.22	88.64	86.97	89.71	85.27	89.40	87.13	83.24
653	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.79	87.94	88.91	88.48	88.02	87.73	88.61	89.49	88.25	87.58	89.17	88.74	87.65	88.07	90.40	88.32	88.54	88.52	89.18	88.03	85.69	87.48	90.41	86.11	88.54	86.21
655	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	88.37	87.78	88.81	87.50	88.33	89.71	87.95	88.85	87.54	87.60	89.46	89.93	87.82	88.66	90.22	88.71	89.08	88.53	90.97	89.99	86.13	88.38	88.98	86.74	87.84	87.28

Size of the All data:  (144, 29)
Size of the Sig data:  (29, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
16	372	40	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	90.09	89.51	89.04	89.64	89.55	89.59	88.43	88.48	88.92	87.97	92.29	88.68	90.12	87.44	90.66	90.03	91.94	88.90	90.26	88.93	89.21	88.81	89.64	90.81	91.01	86.89
21	372	40	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	87.85	88.91	90.33	89.39	91.20	89.65	90.29	89.43	89.83	90.27	90.40	88.61	88.41	90.81	90.81	89.66	90.64	90.34	88.46	89.60	87.71	88.20	93.22	90.28	88.16	90.20
14	372	40	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	90.35	89.49	89.65	89.81	88.97	89.71	91.46	89.17	90.21	90.39	89.58	89.34	91.30	90.59	85.56	89.91	91.05	90.36	86.65	89.37	91.08	89.46	90.37	89.15	87.81	89.37
6	372	40	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	91.11	89.60	91.94	90.28	91.31	88.84	90.34	89.47	90.58	88.30	90.83	90.07	89.45	90.00	88.15	89.72	90.91	92.62	90.27	89.68	89.13	88.00	91.74	88.41	89.22	86.49
28	372	40	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.83	89.35	89.08	89.21	88.83	88.32	87.32	91.39	89.81	88.66	91.82	90.75	89.48	90.87	89.92	89.27	91.63	90.62	89.85	88.81	90.89	86.31	92.23	89.18	92.21	89.47
13	372	40	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	91.50	89.30	90.56	90.08	89.27	89.58	90.83	89.23	89.78	89.94	91.01	88.30	90.90	88.83	90.60	91.29	90.14	90.64	86.78	88.70	90.76	86.87	88.81	89.58	92.25	90.63
5	372	40	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.27	89.61	90.30	90.99	88.43	89.62	90.84	87.69	89.63	88.39	89.36	89.14	90.97	90.05	90.58	91.03	90.73	90.86	92.30	88.38	91.52	87.18	90.78	90.32	87.48	88.19
12	372	40	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	91.10	91.40	90.51	89.29	88.47	88.53	89.17	90.09	89.79	91.26	90.08	89.46	89.73	89.42	89.73	89.10	89.53	88.00	91.30	89.75	88.91	89.48	90.31	90.77	90.43	89.76
26	372	40	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.55	89.13	86.80	90.54	87.26	87.36	89.65	89.41	89.59	89.90	89.52	87.76	89.28	90.00	88.85	89.41	89.87	91.38	87.95	89.47	90.45	89.64	92.07	89.83	89.18	89.48
1	372	40	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.46	89.08	89.17	89.05	89.22	88.54	89.25	90.42	87.91	88.95	88.49	89.57	87.05	90.26	90.34	88.31	90.83	88.36	91.55	86.87	92.29	90.90	93.06	90.52	89.83	90.31
7	372	40	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.53	91.26	89.18	90.42	89.41	89.26	90.56	88.50	89.98	88.31	89.72	86.86	89.46	87.01	88.61	90.56	92.25	89.18	90.56	89.14	88.94	89.22	90.62	87.89	89.90	89.95
19	372	40	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.02	90.04	89.72	90.50	90.79	89.49	90.14	89.83	90.96	91.33	91.46	91.03	90.07	91.14	91.09	88.90	91.77	90.88	91.94	89.23	92.69	88.69	93.16	89.20	93.26	90.35
10	372	40	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.28	90.96	90.48	91.92	92.05	88.36	90.87	91.25	87.88	91.13	90.17	91.70	89.79	90.78	89.81	90.02	90.09	92.18	89.24	90.37	90.09	89.79	91.17	89.32	90.65	92.31
2	372	40	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.50	88.80	91.65	91.70	91.56	90.67	90.17	89.21	90.39	91.36	92.24	92.16	90.87	89.83	89.86	89.60	91.73	91.50	92.03	92.07	91.07	90.04	92.30	90.94	90.01	91.31
27	372	40	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.58	90.58	91.59	90.27	90.29	88.67	91.57	89.17	91.10	89.18	90.69	90.05	89.46	92.49	91.08	91.45	91.81	90.94	90.16	89.64	89.51	90.97	91.92	90.95	88.42	89.27
9	372	40	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	88.85	91.96	91.61	91.94	91.52	90.53	91.41	90.96	91.28	90.06	90.03	91.35	90.46	90.70	87.87	87.84	89.94	90.88	91.04	90.31	90.09	89.61	92.66	88.53	91.86	91.35
24	372	40	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.56	90.85	89.89	87.15	89.67	91.23	90.09	90.12	88.64	89.84	92.76	90.01	89.81	90.63	88.97	90.89	90.11	90.62	93.04	91.30	92.14	89.14	91.87	86.23	91.10	91.63
3	372	40	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	92.04	90.22	92.58	90.58	91.79	91.58	87.99	89.37	89.35	89.62	91.83	88.25	90.19	92.10	89.87	90.38	90.84	89.80	92.53	91.58	88.55	90.39	92.77	90.32	92.03	89.86
18	372	40	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.01	90.29	89.82	90.06	92.04	91.13	91.95	90.89	89.21	90.45	91.84	87.82	91.97	91.40	89.20	91.02	91.26	91.59	91.96	91.59	89.15	89.94	92.93	86.95	89.70	88.79
8	372	40	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	92.24	90.19	90.99	90.12	88.63	89.84	91.06	89.46	91.03	89.47	91.22	89.82	90.98	92.21	91.79	91.90	92.80	90.25	92.97	90.58	90.08	90.64	92.22	89.48	90.83	92.01
20	372	40	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.43	89.37	90.17	89.54	89.56	88.97	91.10	91.31	89.99	88.04	88.60	87.88	91.15	92.55	89.93	90.72	92.03	91.32	90.66	90.56	87.60	90.19	91.38	90.62	91.75	91.97
11	372	40	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	91.28	91.58	90.15	91.07	90.95	92.48	90.41	91.09	91.17	89.41	92.51	92.14	90.57	89.89	90.19	90.41	90.44	91.54	92.46	90.49	90.13	88.66	93.46	89.92	92.10	91.18
25	372	40	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	89.88	92.09	89.99	92.01	91.08	91.25	92.10	90.46	92.38	91.43	91.15	89.35	89.53	92.32	88.95	88.32	91.07	91.82	92.06	89.31	90.80	90.11	92.67	90.33	92.06	87.00
17	372	40	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.76	91.52	93.23	91.29	91.94	90.53	91.20	90.38	90.02	90.47	92.05	92.66	90.24	90.40	90.03	90.92	91.34	90.65	90.85	91.20	93.23	89.91	92.16	90.33	91.39	90.02
23	372	40	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	91.53	91.54	92.85	91.02	91.13	90.26	89.91	88.44	91.07	92.08	90.27	90.49	91.76	90.29	92.41	91.81	92.91	90.94	91.40	91.69	91.33	92.08	91.50	90.30	91.00	91.19
22	372	40	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	91.69	92.26	90.39	89.77	90.01	89.53	92.41	91.71	90.00	89.83	92.50	89.93	90.87	91.34	91.28	91.74	90.29	86.91	91.66	92.49	92.87	90.45	90.76	90.23	91.95	92.89
15	372	40	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.40	91.70	92.12	91.03	91.35	92.32	90.59	91.44	89.85	89.28	92.23	91.15	91.42	90.02	88.74	89.29	89.41	91.66	91.29	91.35	90.97	92.31	90.99	90.80	91.28	87.75
4	372	40	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	91.30	92.43	91.17	91.31	92.27	89.68	92.47	90.34	91.28	89.77	90.26	89.31	88.89	90.16	90.95	89.94	89.72	91.38	90.48	92.04	91.72	89.26	92.77	89.13	91.74	87.04
0	372	40	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.49	86.15	91.27	91.17	91.77	91.80	89.39	89.09	89.79	88.96	92.50	91.49	91.58	91.53	91.51	90.79	89.84	90.55	90.85	92.05	91.15	90.12	92.69	90.67	90.63	87.53

Size of the test data:  (29, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_19	89.173103	0.812809
mAP_valid_abs_values_11	89.129310	0.646617
mAP_valid_abs_values_12	88.987931	0.742185
mAP_valid_abs_values_20	88.914828	0.684312
mAP_valid_abs_values_2	88.601034	0.717119
mAP_valid_abs_values_13	88.589655	0.886593
mAP_valid_abs_values_6	88.583448	0.752696
mAP_valid_abs_values_15	88.576897	0.960789
mAP_valid_abs_values_17	88.516552	0.858867
mAP_valid_abs_values_16	88.453793	0.777819
mAP_valid_abs_values_8	88.359310	0.616794
mAP_valid_abs_values_18	88.347241	0.775509
mAP_valid_abs_values_9	88.290345	0.693580
mAP_valid_abs_values_4	88.097586	0.931058
mAP_valid_abs_values_7	88.072414	0.899046
mAP_valid_abs_values_23	88.049655	1.455108
mAP_valid_abs_values_10	87.998276	0.857505
mAP_valid_abs_values_3	87.888966	0.939359
mAP_valid_abs_values_5	87.888621	0.659771
mAP_valid_abs_values_14	87.824138	0.701409
mAP_valid_abs_values	87.806897	0.761071
mAP_valid_abs_values_25	87.662759	1.070517
mAP_valid_abs_values_26	87.135172	1.702390
mAP_valid_abs_values_22	86.738621	1.090955
mAP_valid_abs_values_24	86.642414	1.366590
mAP_valid_abs_values_21	86.421379	0.959068

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	91.801034	1.152601
mAP_test_abs_values_11	90.945172	1.233371
mAP_test_abs_values_17	90.928276	0.966056
mAP_test_abs_values_19	90.777586	1.659924
mAP_test_abs_values_25	90.663448	1.474404
mAP_test_abs_values_18	90.574828	1.270969
mAP_test_abs_values_3	90.559655	1.349768
mAP_test_abs_values_14	90.519310	1.306454
mAP_test_abs_values_21	90.484828	1.470410
mAP_test_abs_values_7	90.447241	1.244387
mAP_test_abs_values_4	90.384483	1.056512
mAP_test_abs_values_5	90.355862	1.367170
mAP_test_abs_values_2	90.316207	1.379245
average_map	90.304523	0.555434
mAP_test_abs_values_20	90.225862	1.348797
mAP_test_abs_values_13	90.198621	1.081427
mAP_test_abs_values	90.154483	1.224350
mAP_test_abs_values_16	90.145862	1.080474
mAP_test_abs_values_9	90.048966	1.010051
mAP_test_abs_values_8	89.924138	1.052855
mAP_test_abs_values_15	89.908276	1.380474
mAP_test_abs_values_6	89.907586	1.271300
mAP_test_abs_values_12	89.832069	1.487660
mAP_test_abs_values_26	89.799655	1.765981
mAP_test_abs_values_10	89.794828	1.112448
mAP_test_abs_values_24	89.689310	1.180439
mAP_test_abs_values_22	89.530000	1.364918

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_40 =  res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]

res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]


result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')


result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]

html_table = result_merged_mwu_40.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	19	89.173103	90.777586
1	11	89.129310	90.945172
2	12	88.987931	89.832069
3	20	88.914828	90.225862
4	2	88.601034	90.316207
5	13	88.589655	90.198621
6	6	88.583448	89.907586
7	15	88.576897	89.908276
8	17	88.516552	90.928276
9	16	88.453793	90.145862
10	8	88.359310	89.924138
11	18	88.347241	90.574828
12	9	88.290345	90.048966
13	4	88.097586	90.384483
14	7	88.072414	90.447241
15	23	88.049655	91.801034
16	10	87.998276	89.794828
17	3	87.888966	90.559655
18	5	87.888621	90.355862
19	14	87.824138	90.519310
20	1	87.806897	90.154483
21	25	87.662759	90.663448
22	26	87.135172	89.799655
23	22	86.738621	89.530000
24	24	86.642414	89.689310
25	21	86.421379	90.484828

Code

#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 56

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
20	372	56	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	83.70	85.00	86.68	85.90	86.78	86.39	86.40	84.82	84.02	85.14	86.37	84.25	85.19	86.25	84.33	87.04	84.78	85.23	86.44	87.05	83.56	83.43	81.72	82.97	82.85	83.12
21	372	56	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.42	84.21	86.12	86.92	86.20	87.07	85.00	85.90	86.78	85.28	87.85	85.51	85.82	86.39	86.62	88.74	86.65	85.40	87.81	86.86	84.48	84.08	85.69	84.13	85.44	83.39
22	372	56	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	84.53	86.24	85.60	85.85	85.95	85.40	86.25	86.25	87.05	86.96	84.37	86.67	86.21	87.58	86.52	86.57	82.83	84.76	86.07	85.89	85.69	84.66	85.51	86.78	83.69	83.04
23	372	56	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	84.66	87.44	84.85	87.81	86.88	86.07	86.86	85.66	85.10	85.43	87.26	86.01	87.14	85.15	85.11	87.39	89.04	87.25	86.67	87.14	82.98	82.57	83.93	82.43	84.71	83.85
52	372	56	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	86.42	85.93	86.18	86.55	85.76	85.90	86.14	88.20	83.78	84.62	86.05	85.15	85.36	84.98	83.46	87.60	85.59	86.71	87.52	87.03	83.64	81.99	82.99	81.51	84.54	83.63
53	372	56	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	83.74	86.47	86.32	87.19	85.86	86.17	85.34	86.63	84.96	86.14	87.61	87.59	88.75	86.70	89.00	86.77	83.95	84.70	86.55	88.04	83.93	84.59	85.96	84.62	86.39	86.31
54	372	56	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	86.33	87.35	87.39	87.29	85.32	87.86	87.90	85.63	85.26	88.16	88.11	87.71	84.39	85.97	87.02	86.74	86.13	87.58	88.53	86.93	86.08	83.74	83.95	84.17	88.13	84.21
55	372	56	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	87.57	87.65	86.97	86.42	85.76	88.75	86.75	87.18	87.84	85.82	88.75	86.78	85.08	87.32	88.20	87.43	85.04	87.17	88.05	87.89	85.74	84.86	88.47	83.69	86.71	24.01
84	372	56	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.57	86.80	87.33	87.86	85.04	86.90	86.24	86.75	86.77	87.43	87.41	86.73	85.50	82.98	84.55	87.05	86.23	86.43	87.05	85.29	82.86	83.79	83.58	84.14	86.04	85.29
85	372	56	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.70	86.89	85.93	87.30	86.34	84.99	88.03	86.42	86.19	83.71	86.53	87.59	87.46	86.86	85.37	88.83	87.09	87.99	88.41	87.80	83.24	86.15	85.31	84.71	84.85	86.15
86	372	56	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	87.39	86.69	85.51	86.26	87.32	88.02	87.22	84.13	87.82	88.24	87.74	88.70	88.12	87.49	86.26	85.00	86.62	86.87	86.42	87.80	83.17	85.06	84.35	85.92	85.29	83.58
87	372	56	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	89.14	84.99	87.89	86.75	86.88	87.21	87.44	85.54	87.11	89.42	87.97	86.86	86.01	87.34	87.39	87.23	85.63	88.46	88.65	86.51	84.54	84.42	84.23	84.58	83.54	83.89
116	372	56	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	86.45	87.79	85.65	88.80	86.13	84.79	86.12	84.46	86.37	86.14	89.39	87.05	85.77	86.91	85.73	87.61	85.11	86.91	86.49	88.22	84.35	82.32	84.78	83.83	84.45	85.78
117	372	56	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	84.73	87.05	86.14	87.55	86.80	87.86	87.19	84.25	86.77	84.80	89.39	88.32	87.00	88.65	86.40	87.40	86.77	86.47	87.48	86.27	82.92	84.23	86.62	83.47	85.74	85.60
118	372	56	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	86.17	88.31	86.72	87.24	86.82	87.48	86.42	88.59	86.37	85.52	88.70	88.14	86.16	86.66	84.72	86.51	86.77	87.76	88.30	88.12	84.28	83.88	83.31	82.95	85.24	85.93
119	372	56	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	86.77	86.69	84.64	87.46	86.93	86.91	85.78	87.38	86.06	86.91	87.34	90.36	85.31	87.28	87.01	88.65	86.81	86.47	88.40	88.29	85.42	85.73	85.06	84.40	84.76	84.29
148	372	56	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	84.59	86.79	86.20	86.24	84.27	86.14	84.65	88.21	84.63	85.36	86.95	88.24	84.53	87.04	84.61	88.07	86.74	85.12	87.67	85.70	87.51	84.23	83.32	84.78	83.72	83.28
149	372	56	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	85.43	88.05	86.34	85.73	83.42	86.14	86.87	88.38	84.74	86.29	86.62	87.48	87.10	88.43	88.50	87.47	87.79	85.79	87.98	86.29	84.79	84.07	83.86	86.57	85.73	88.67
150	372	56	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	86.97	86.87	85.31	86.94	87.01	87.76	86.73	87.41	87.83	86.26	89.64	89.44	88.95	87.26	87.16	88.48	86.92	87.79	86.58	88.78	85.44	84.46	86.38	85.00	85.08	84.43
151	372	56	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	87.92	88.74	86.49	89.33	86.59	89.19	86.78	87.40	87.55	88.20	88.12	88.27	85.29	88.91	88.09	88.61	87.24	89.51	86.16	87.11	86.32	85.14	86.17	82.88	84.21	85.64
180	372	56	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.12	85.30	86.48	87.43	83.89	86.58	87.30	81.51	87.39	87.38	87.20	86.50	87.86	85.02	85.81	24.01	87.39	88.81	86.46	85.78	84.05	86.48	83.80	85.50	82.80	82.59
181	372	56	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	86.85	86.82	86.08	86.46	87.46	88.53	87.10	85.15	86.46	88.35	87.37	87.99	88.50	88.49	87.58	88.06	88.39	85.31	86.25	89.20	85.86	84.13	84.14	87.91	85.71	86.43
182	372	56	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	88.09	85.73	87.01	87.32	87.46	89.03	88.35	24.01	86.21	88.27	87.77	86.69	86.59	86.14	87.16	87.71	86.67	87.25	84.60	88.16	87.65	83.55	84.54	85.37	84.33	85.61
183	372	56	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	87.50	89.67	86.84	86.91	86.43	87.44	86.41	88.47	87.18	87.46	88.19	87.08	88.79	84.59	84.70	87.65	88.80	86.01	88.41	86.74	84.68	86.20	85.94	86.33	85.04	85.77
212	372	56	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	86.11	87.18	85.53	87.99	86.99	87.33	86.64	85.39	85.73	87.35	88.14	87.17	86.26	86.12	83.67	85.52	88.02	86.81	84.01	86.74	86.50	83.20	84.50	84.72	84.42	81.73
213	372	56	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	85.81	87.30	87.61	87.00	87.54	87.98	86.03	87.37	87.39	87.62	87.22	88.16	86.78	86.48	87.63	86.95	86.71	87.79	86.19	86.41	84.97	84.59	86.82	85.60	85.10	83.38
214	372	56	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	85.14	87.39	86.34	86.11	86.20	87.27	87.19	84.59	87.63	88.78	89.24	86.94	87.34	86.39	84.55	86.08	86.11	87.44	86.01	87.10	86.18	82.82	88.43	84.19	81.97	87.42
215	372	56	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	85.91	85.99	84.81	86.62	86.27	86.83	87.59	85.45	87.45	85.67	88.81	87.76	87.11	87.22	87.12	88.01	87.85	89.27	87.46	86.43	87.33	83.27	85.25	85.25	84.34	83.94
244	372	56	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	85.68	84.26	86.64	84.66	86.97	86.17	86.34	84.51	86.48	86.18	85.77	86.62	87.16	87.32	85.22	88.53	87.99	88.13	87.32	86.79	85.99	84.52	86.25	82.11	86.35	84.74
245	372	56	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	87.36	86.32	86.37	88.08	85.69	87.45	89.14	87.47	88.01	85.46	86.00	87.91	87.20	86.81	85.39	88.14	86.44	87.29	88.02	87.55	84.61	84.82	86.34	86.06	84.74	85.12
246	372	56	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	85.64	86.98	86.22	24.01	87.91	87.41	86.96	87.24	86.70	87.02	87.65	87.29	86.35	87.74	87.81	88.67	88.17	88.38	86.22	87.01	83.88	84.91	88.33	85.34	83.60	84.76
247	372	56	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	86.25	88.00	86.52	87.05	86.57	86.66	86.69	84.74	86.95	86.57	88.62	87.30	88.05	88.11	87.28	89.86	88.06	87.18	87.42	86.97	81.88	84.23	84.39	86.19	83.94	85.21
276	372	56	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	87.66	87.28	79.60	87.00	86.48	88.79	86.38	86.70	84.14	87.65	86.84	86.95	84.63	85.90	86.36	86.75	86.99	86.35	88.55	87.49	83.11	84.98	85.09	86.59	84.53	84.03
277	372	56	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	85.14	86.30	87.78	87.21	85.82	87.35	87.52	88.19	87.48	88.21	86.10	87.95	85.97	86.50	87.91	89.70	87.66	89.43	88.62	88.42	84.79	85.43	82.57	82.27	83.13	84.44
278	372	56	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	87.32	86.72	88.01	86.43	85.86	87.70	86.93	88.73	86.31	85.39	86.63	87.40	87.82	86.85	87.54	88.67	86.92	86.67	86.78	86.57	83.76	86.75	85.54	84.89	87.63	85.88
279	372	56	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	86.74	87.29	86.91	87.95	86.00	86.05	87.81	87.08	89.32	87.00	87.67	88.03	90.16	85.51	86.86	88.30	87.59	86.27	88.05	87.91	86.18	84.68	83.68	83.59	84.14	86.84
308	372	56	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	84.46	87.53	85.62	84.32	85.09	87.87	84.72	84.97	84.57	84.20	86.56	85.46	87.69	87.59	83.48	85.05	83.15	85.57	87.66	87.11	83.32	83.80	83.69	84.95	85.04	82.06
309	372	56	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	85.76	86.58	86.76	85.12	87.13	86.34	86.10	87.62	87.59	86.84	88.19	89.69	87.43	84.46	88.15	88.41	89.12	87.16	87.41	90.96	86.91	82.80	85.50	85.11	86.50	84.50
310	372	56	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	86.80	87.68	86.19	86.34	85.82	87.41	85.98	88.41	86.07	87.81	89.36	89.19	88.44	87.15	86.69	87.85	86.95	87.58	87.60	89.07	83.99	82.92	85.62	83.68	81.90	84.09
311	372	56	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	86.47	86.14	84.85	85.69	84.82	87.36	84.34	88.56	86.33	87.07	89.79	86.27	87.53	88.61	86.78	87.26	86.82	85.60	88.16	88.42	83.20	83.59	85.90	84.78	85.30	83.29
340	372	56	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	85.78	86.05	86.55	85.85	86.24	88.43	85.04	86.76	85.61	85.41	86.78	86.35	84.13	86.38	85.67	86.65	85.33	87.68	89.00	86.61	83.44	83.06	87.11	84.55	84.08	84.68
341	372	56	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	79.97	88.37	86.73	86.22	87.55	87.75	89.86	88.83	87.75	86.55	87.87	87.67	88.14	86.22	87.99	88.20	86.18	86.96	86.52	85.20	81.91	85.85	83.14	85.11	84.87	85.23
342	372	56	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	86.10	87.58	85.95	85.87	87.00	86.81	88.14	86.22	87.10	85.53	86.51	87.57	87.11	84.43	88.50	86.34	87.08	86.00	87.56	88.96	83.34	83.75	84.31	85.16	84.17	85.97
343	372	56	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	86.55	87.20	86.04	88.85	85.42	87.15	86.91	88.17	87.73	87.64	88.52	88.78	87.20	87.22	87.26	87.90	85.36	87.82	87.29	89.21	87.23	85.62	86.67	84.93	84.45	85.25
372	372	56	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	85.67	85.91	83.89	84.69	86.58	87.57	85.95	88.09	87.38	84.82	86.65	85.46	85.60	86.11	85.49	86.85	88.11	85.86	86.29	86.84	82.65	81.76	83.63	83.15	84.09	82.61
373	372	56	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	86.30	86.88	86.53	86.93	87.30	88.25	85.83	87.12	86.99	87.49	88.18	87.57	86.39	87.51	84.62	87.00	85.15	89.18	87.76	86.43	84.72	85.63	85.98	85.74	85.16	85.12
374	372	56	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	87.61	86.53	85.37	88.29	85.63	86.83	84.90	86.47	87.21	87.99	87.38	89.70	87.96	88.00	86.36	88.26	86.86	84.93	86.95	88.67	86.35	84.42	83.60	86.75	84.38	85.19
375	372	56	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	85.87	86.72	88.56	88.10	86.03	86.33	88.06	86.97	85.26	86.23	88.75	88.51	85.57	88.86	86.60	88.07	87.76	87.74	85.73	88.90	86.91	84.16	84.25	82.97	84.90	84.43
404	372	56	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	84.39	87.62	85.82	86.02	86.97	87.48	87.99	87.47	84.90	87.29	87.51	86.20	86.63	87.12	84.49	87.06	87.65	87.22	88.05	86.79	83.96	84.54	85.20	84.45	83.69	84.85
405	372	56	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	86.89	88.03	87.71	87.77	86.40	87.04	86.25	87.29	86.05	87.03	86.54	88.25	86.45	87.51	86.63	87.32	87.80	87.08	88.58	86.13	86.58	83.85	85.95	86.85	85.04	84.00
406	372	56	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.20	85.55	87.04	86.76	86.40	86.47	88.03	86.54	88.14	85.46	88.90	86.39	89.96	88.32	88.19	88.03	86.71	88.56	88.41	88.78	84.70	84.16	85.29	80.85	85.92	87.31
407	372	56	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	87.04	86.15	86.13	87.52	86.57	88.70	88.69	85.81	88.48	86.82	88.38	87.15	87.68	89.74	87.01	88.35	89.33	88.89	87.06	87.69	85.98	82.69	86.83	84.56	84.18	83.51
436	372	56	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	83.59	84.54	84.41	88.68	86.16	86.21	84.26	85.82	86.07	84.94	87.70	86.66	87.66	86.82	86.43	87.48	84.29	86.90	87.79	85.74	89.05	85.21	87.20	83.97	86.09	83.87
437	372	56	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	86.82	86.49	86.19	86.63	87.05	87.50	89.31	86.55	88.61	87.74	87.64	88.59	89.75	86.67	85.77	87.32	86.75	86.63	88.42	88.36	86.20	83.73	84.75	84.48	84.71	83.50
438	372	56	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	85.76	87.07	86.04	88.48	86.68	86.38	85.51	87.14	89.62	87.00	87.91	88.63	86.92	88.71	86.78	87.31	88.66	89.13	87.98	86.44	84.73	85.81	85.60	84.88	84.00	86.33
439	372	56	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	87.66	88.31	85.74	85.61	87.68	87.33	85.73	88.44	89.24	86.82	88.34	89.65	87.46	86.45	88.00	87.64	87.37	87.05	87.92	86.53	83.52	86.09	83.81	86.70	85.19	85.40
468	372	56	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	86.29	87.22	86.65	85.26	83.43	87.11	87.54	88.30	86.96	86.41	86.01	87.16	86.22	86.72	84.42	84.82	85.30	87.62	87.05	86.51	83.64	85.19	87.85	84.96	84.20	86.04
469	372	56	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	85.96	86.90	87.44	85.38	87.34	87.47	85.82	86.93	87.64	86.26	86.77	87.34	88.01	87.97	87.38	88.23	87.92	88.06	89.02	87.63	85.41	85.03	85.51	86.18	83.47	84.82
470	372	56	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	84.60	86.71	85.54	86.72	87.88	87.50	88.04	87.56	88.36	87.32	88.18	88.40	90.63	87.07	88.94	87.35	86.47	88.74	88.56	87.89	86.91	85.65	86.84	85.81	86.15	85.10
471	372	56	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	84.79	87.01	88.37	88.20	85.93	87.62	88.02	87.62	88.24	87.79	86.39	88.54	88.69	86.65	87.38	87.16	87.12	87.36	87.22	88.48	84.67	83.46	87.83	86.75	84.18	84.71
500	372	56	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	86.40	88.35	85.50	87.21	84.98	87.64	87.66	88.28	86.30	85.10	87.18	86.76	87.59	86.93	85.95	88.18	86.73	85.70	88.47	87.27	83.77	83.63	85.27	86.60	85.25	86.09
501	372	56	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	87.96	86.88	87.91	87.29	86.18	87.30	86.82	87.87	87.51	86.69	87.18	88.35	88.21	87.08	87.03	87.37	87.30	86.89	88.15	87.67	86.29	84.93	87.35	88.41	84.82	86.45
502	372	56	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	85.23	88.54	85.92	85.32	88.12	87.11	86.46	88.16	86.50	86.31	88.59	87.71	86.66	85.68	86.13	84.87	86.93	87.84	87.55	88.50	84.71	84.13	86.58	84.98	84.25	84.22
503	372	56	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	87.83	86.34	87.68	85.34	85.02	86.90	87.25	88.41	87.49	86.06	87.41	87.89	88.61	87.90	87.34	87.46	86.24	86.78	87.77	87.40	86.94	85.01	86.22	83.94	86.95	82.79
532	372	56	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	85.88	87.61	86.87	87.47	87.78	86.92	87.69	88.50	86.44	86.35	85.98	87.78	87.48	88.40	85.45	86.97	85.28	85.03	85.80	87.35	84.34	83.88	83.67	84.55	83.76	82.51
533	372	56	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	87.94	88.63	87.07	88.42	87.44	86.61	87.54	85.24	88.64	84.66	88.94	87.66	86.13	86.66	87.93	87.13	88.13	87.29	88.54	87.83	84.36	85.52	84.11	86.57	83.11	85.55
534	372	56	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	87.10	83.98	87.19	88.07	88.12	87.57	87.98	87.13	86.51	88.26	86.71	89.75	87.64	88.19	85.40	89.95	88.17	87.28	86.75	87.39	85.34	84.82	86.70	85.77	84.91	85.64
535	372	56	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	86.90	87.54	88.54	88.17	86.00	88.36	87.72	87.38	88.58	88.09	86.71	86.96	87.16	86.58	88.15	88.11	87.30	88.67	86.89	88.90	84.48	83.80	86.50	86.15	85.63	87.07
564	372	56	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.15	84.58	88.73	85.82	86.16	89.40	85.14	88.11	86.48	86.79	86.95	87.87	87.30	86.30	87.39	86.59	87.63	86.32	88.02	86.31	83.44	83.62	84.18	83.71	85.19	84.26
565	372	56	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	84.47	87.22	84.68	88.43	87.44	86.76	86.70	88.44	88.22	85.80	86.60	87.61	87.85	86.34	85.29	87.53	87.29	88.79	88.25	87.75	86.41	84.15	86.13	85.10	86.43	84.48
566	372	56	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	84.05	87.41	88.07	85.44	83.79	88.45	88.46	86.48	87.87	87.57	85.98	86.06	86.95	88.13	86.78	87.81	86.34	86.57	89.02	86.64	85.33	86.00	85.40	83.86	82.97	86.74
567	372	56	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	86.27	85.93	85.16	86.08	88.84	88.21	86.67	86.49	88.19	86.75	86.24	88.62	86.98	87.86	86.25	88.12	88.14	86.40	86.99	87.49	87.41	85.22	83.83	86.02	84.95	84.35
596	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.07	87.81	87.48	88.42	87.88	89.55	88.82	87.91	88.22	88.48	87.88	88.96	89.21	89.26	89.97	88.35	89.22	89.23	89.61	88.19	89.74	87.85	89.17	87.17	88.25	87.18
597	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	86.74	88.96	87.56	87.99	87.91	88.99	89.21	89.99	88.03	89.30	89.92	90.68	88.72	86.83	87.53	89.26	88.05	88.71	90.51	88.65	89.54	87.13	86.40	85.82	90.18	86.01
598	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.24	86.87	87.72	86.90	87.64	89.02	87.78	88.92	87.34	87.66	88.52	87.85	88.58	87.54	88.97	89.25	88.20	89.00	90.18	89.05	87.58	85.89	88.91	85.00	87.67	86.70
599	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	87.79	89.12	87.51	88.97	89.14	87.96	88.50	88.07	87.61	86.90	89.81	87.92	88.88	86.88	87.76	87.61	89.56	89.17	88.78	90.74	87.06	86.09	88.89	85.40	86.92	88.44
628	372	56	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	85.77	87.53	86.17	88.21	88.12	87.96	88.59	89.71	87.23	87.76	89.12	88.74	87.45	87.58	88.93	89.37	89.06	88.00	89.12	90.74	87.75	85.82	87.79	86.12	87.19	87.22
629	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.46	88.01	89.91	88.01	87.26	88.58	87.46	89.06	88.27	89.01	88.97	88.12	88.35	88.82	87.45	90.10	87.01	89.30	87.87	89.62	89.71	88.42	89.75	88.41	88.19	88.68
630	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.65	89.51	88.42	88.47	87.82	89.65	88.19	88.07	88.61	88.30	89.75	88.68	87.93	88.78	87.98	88.29	86.89	87.99	87.74	89.67	87.86	86.60	89.14	86.84	87.09	87.67
631	372	56	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	87.75	89.02	87.64	88.84	87.44	89.66	88.79	89.35	87.31	88.48	89.78	88.37	87.95	88.06	88.04	88.73	88.20	87.94	89.38	88.93	86.53	85.84	88.95	86.48	88.44	87.85
660	372	56	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	87.82	88.68	87.66	88.88	87.40	89.06	88.08	88.36	88.36	88.75	89.04	88.63	87.89	87.65	88.95	88.83	88.49	88.81	87.51	89.54	86.81	85.72	87.48	88.24	88.85	86.07
661	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.07	88.81	88.50	88.12	88.21	89.21	86.65	88.20	87.78	87.78	89.16	88.50	88.25	87.72	88.49	89.12	87.31	89.36	87.38	89.29	84.74	85.22	86.98	86.63	88.87	88.71
662	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.33	89.06	88.50	89.10	87.80	89.24	88.28	88.29	87.77	86.54	89.26	88.52	88.62	89.23	88.83	88.20	87.94	88.26	89.52	89.39	89.98	86.18	90.00	88.58	85.53	86.87
663	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	87.40	88.53	88.15	88.01	88.12	89.69	87.84	88.85	88.97	88.69	89.29	89.99	88.93	88.92	87.01	88.72	88.72	88.40	89.98	87.64	86.07	87.51	89.17	86.85	88.50	86.04
692	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	86.98	88.20	88.20	89.21	87.95	88.05	88.23	87.88	88.55	88.27	89.59	88.82	88.61	89.02	88.91	89.19	88.55	88.97	89.56	90.49	87.56	85.42	88.97	86.26	87.26	88.06
693	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.08	88.51	88.47	88.85	89.65	89.49	89.14	88.08	88.27	87.57	89.51	89.14	90.15	88.00	89.56	87.77	87.02	88.91	89.21	89.39	86.93	88.13	88.97	88.25	89.91	88.13
694	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.25	89.18	87.86	87.89	87.59	89.31	88.12	88.54	88.00	87.61	88.25	88.68	88.23	87.42	89.25	86.72	89.54	88.81	89.03	89.81	90.13	84.50	89.35	84.67	88.04	88.27
695	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.71	88.01	88.41	89.93	87.70	89.44	88.76	89.16	88.40	89.41	89.20	88.29	89.32	88.95	88.85	89.52	88.22	89.15	89.46	89.66	89.37	85.92	88.31	86.51	86.01	87.05
724	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.25	88.96	89.21	89.45	87.21	89.17	87.19	88.37	88.45	87.35	88.76	88.46	88.75	89.44	88.27	87.61	88.79	88.25	89.72	90.52	86.09	86.14	88.45	86.41	86.03	86.33
725	372	56	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	87.71	88.23	87.70	88.78	88.03	89.27	88.21	88.04	88.16	87.63	88.08	88.77	89.38	88.49	88.17	89.19	87.83	87.81	89.65	90.08	87.71	86.61	89.00	88.35	87.03	87.55
726	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.71	89.16	88.35	88.55	86.99	89.50	87.54	88.76	88.56	88.90	90.20	89.15	89.00	88.83	88.87	87.82	86.80	88.70	88.98	90.19	86.59	87.20	88.15	85.76	88.43	84.08
727	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	87.31	89.67	89.48	88.82	88.10	89.25	87.60	87.34	89.50	88.21	88.20	88.84	89.18	87.06	89.63	88.86	88.36	89.27	89.76	87.95	86.45	85.79	89.15	86.87	86.53	87.63
756	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.20	88.42	89.24	88.46	87.50	88.76	88.74	88.93	89.00	87.77	88.32	88.81	88.41	88.36	88.39	89.07	87.26	89.18	90.30	89.37	84.26	85.90	86.99	87.06	86.11	86.25
757	372	56	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	88.44	86.84	88.66	87.96	87.88	88.96	88.70	88.45	87.22	89.01	89.44	88.72	88.43	87.68	89.05	89.12	88.63	87.01	88.72	88.37	86.06	87.68	88.09	86.12	87.71	85.71
758	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	87.89	88.69	87.98	88.33	86.12	89.71	89.77	87.17	87.46	86.98	90.52	89.73	87.78	87.62	89.90	89.04	89.32	87.78	88.78	88.56	85.27	85.64	85.43	86.91	87.43	89.71
759	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	87.62	88.36	87.80	86.66	87.02	88.70	89.06	89.34	88.96	87.79	89.89	89.35	88.65	89.06	89.14	88.68	88.50	88.46	89.23	89.21	87.40	87.13	88.00	87.05	86.90	86.29
788	372	56	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	87.85	88.75	87.26	90.69	87.45	87.31	87.91	88.52	88.70	86.91	89.29	87.56	88.55	87.34	87.68	89.23	88.17	87.59	89.72	88.05	87.75	85.93	88.74	86.70	88.06	87.05
789	372	56	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.29	89.17	88.03	89.04	86.98	88.25	87.48	86.91	88.93	87.23	89.72	86.86	89.00	88.44	88.47	88.80	87.75	88.48	90.41	89.38	85.58	86.46	86.13	86.07	88.49	86.62
790	372	56	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.26	88.71	87.97	88.04	87.21	89.04	87.60	87.64	89.70	87.56	88.79	88.45	87.37	88.13	86.25	88.18	88.06	88.29	86.63	88.27	87.63	86.13	86.73	88.40	88.78	88.31
791	372	56	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.53	88.07	87.80	89.12	87.74	88.15	87.81	88.75	89.17	87.36	88.85	87.31	88.97	88.50	87.51	88.74	87.43	88.00	89.23	87.77	85.40	86.87	88.94	85.75	87.49	86.17
820	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.35	89.66	88.86	86.71	89.70	88.93	87.89	89.71	88.52	88.32	88.84	88.99	89.03	88.73	87.70	87.32	88.75	86.94	89.10	88.40	88.22	87.21	87.84	89.08	86.19	87.57
821	372	56	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	86.51	88.54	86.46	88.24	88.96	87.71	88.38	87.92	88.64	87.43	89.55	89.75	89.29	88.79	87.65	88.02	89.24	88.12	88.06	90.02	86.89	85.33	88.04	88.95	88.68	87.27
822	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.59	89.43	89.18	86.43	87.58	89.14	88.28	88.16	88.69	87.83	89.11	89.93	89.09	89.13	87.73	87.61	87.14	88.63	89.19	89.92	87.99	85.51	87.20	88.96	83.37	85.12
823	372	56	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	87.95	87.40	86.68	87.30	87.38	87.37	86.26	88.45	87.67	87.79	87.60	89.63	88.49	86.29	88.20	89.42	88.01	88.64	88.10	88.11	87.62	85.58	88.40	85.65	86.97	87.05
852	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	90.40	86.76	87.65	87.20	88.58	89.21	87.56	87.47	88.03	89.24	90.22	90.24	88.59	88.16	88.23	87.68	87.53	87.86	89.45	87.70	85.75	87.14	89.44	88.81	86.33	84.95
853	372	56	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	85.99	86.54	88.23	88.46	86.37	89.19	88.48	86.90	88.83	88.00	89.53	88.65	89.67	87.32	87.03	87.29	87.63	89.95	89.62	89.70	88.13	85.97	86.44	87.70	84.83	86.04
854	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	87.47	88.42	88.60	88.03	89.13	87.55	86.79	89.67	89.18	86.74	88.50	88.17	88.35	88.24	89.33	88.83	88.67	89.63	89.15	88.93	84.45	87.09	89.23	85.71	89.63	89.29
855	372	56	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	88.26	90.56	88.56	87.00	88.38	88.20	88.80	88.81	87.88	87.36	87.39	88.97	88.23	86.66	88.86	88.48	88.17	89.34	89.42	88.69	89.23	86.93	87.60	85.83	87.32	86.91
884	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.58	89.92	87.46	88.57	88.36	88.34	88.77	87.31	87.24	88.05	89.21	90.91	88.20	87.53	88.21	88.85	88.01	89.75	88.44	89.38	89.30	87.62	89.37	87.17	88.24	88.75
885	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.90	86.41	88.61	89.62	88.70	88.91	88.61	88.95	87.69	87.72	89.72	88.49	88.05	89.58	88.90	87.41	89.84	87.92	88.88	88.81	88.09	87.34	88.51	85.40	88.02	88.16
886	372	56	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.10	89.21	88.26	88.77	88.62	88.74	87.38	88.49	87.94	87.83	87.91	88.67	88.53	86.77	86.66	88.05	88.10	88.89	88.97	86.81	88.64	86.10	88.19	87.75	88.33	86.29
887	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.38	89.85	87.57	89.93	87.85	88.56	88.90	86.96	87.18	87.52	89.97	89.60	90.38	87.86	87.69	89.27	89.52	88.80	89.88	88.56	88.09	85.87	90.27	85.57	89.68	87.18
916	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.38	89.62	89.00	88.17	88.36	89.10	86.49	90.02	87.66	89.01	88.69	88.92	88.32	88.77	88.96	91.17	87.82	88.98	89.99	88.52	86.20	85.74	88.59	87.32	86.03	85.38
917	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.43	88.51	88.68	88.72	88.16	90.50	88.66	89.30	88.88	86.73	89.69	89.02	88.44	88.27	87.09	89.87	88.32	88.52	89.20	89.34	88.79	87.74	89.69	85.60	86.87	89.53
918	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.08	89.72	87.86	87.28	87.86	89.02	89.10	88.66	88.10	87.50	88.68	89.77	89.32	88.62	88.56	87.72	88.49	88.16	89.42	88.39	87.91	85.12	88.89	88.45	89.70	86.89
919	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.69	88.48	88.19	87.38	89.41	88.43	87.11	88.80	88.27	87.64	89.11	89.18	89.20	87.83	87.90	87.77	88.85	90.79	89.57	89.88	87.86	86.44	89.45	86.29	88.35	87.25
948	372	56	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	86.46	89.46	88.60	87.72	88.51	88.23	87.99	88.10	88.31	87.56	88.26	88.49	85.90	88.56	87.22	88.97	88.11	91.16	89.24	87.31	85.59	85.01	88.46	87.53	89.17	86.50
949	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.15	87.04	88.45	89.10	88.86	89.69	87.50	87.73	89.01	88.61	87.71	89.67	90.10	87.58	87.77	88.95	88.27	89.21	89.46	90.19	87.80	87.06	90.10	88.73	87.85	87.73
950	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.23	88.42	88.68	88.37	88.92	87.31	88.10	87.21	88.89	88.77	89.95	87.29	87.90	89.06	88.92	88.83	88.36	89.40	88.29	89.16	87.39	85.53	89.31	86.58	88.43	88.06
951	372	56	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	87.95	88.40	88.19	89.03	87.94	88.99	87.55	88.97	87.19	88.43	89.17	88.72	88.42	88.07	87.38	87.99	90.28	89.01	88.83	89.21	86.28	88.25	86.96	84.93	88.36	88.19
980	372	56	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.34	89.91	87.95	87.92	87.83	88.50	87.61	87.21	89.53	86.73	87.95	89.46	89.37	87.90	88.95	88.51	87.96	87.68	87.45	88.78	87.20	85.03	87.84	87.89	89.39	88.33
981	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	87.43	88.94	89.21	89.08	87.44	89.02	88.15	87.25	88.92	87.68	88.70	89.16	87.34	88.52	87.98	87.52	86.79	89.82	89.96	89.70	86.50	86.60	88.93	87.46	89.21	87.76
982	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.38	88.96	88.88	87.79	87.51	88.80	88.57	89.24	88.44	87.48	87.97	89.92	90.43	88.23	88.45	88.00	87.64	88.26	89.77	89.07	87.95	85.98	86.39	86.33	88.18	86.79
983	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.50	88.52	87.08	87.87	87.59	88.10	89.82	89.19	86.95	88.25	89.50	88.10	87.80	88.67	87.81	87.39	89.66	87.46	88.91	90.43	88.58	84.41	88.82	86.06	88.70	90.09
1012	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.73	89.16	88.68	88.51	88.11	89.48	88.79	88.56	88.00	87.08	88.38	88.65	89.74	89.47	87.89	89.90	88.47	88.42	89.44	88.92	85.66	88.17	88.30	85.39	89.44	88.84
1013	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.91	89.43	87.33	88.37	87.13	88.70	87.54	88.25	89.14	87.30	88.97	90.11	88.98	89.29	89.97	88.44	87.68	87.48	89.02	87.39	88.27	86.48	88.41	85.25	88.33	85.16
1014	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.35	88.71	88.27	88.56	88.61	89.09	87.91	88.77	89.57	87.39	89.38	88.76	86.99	87.41	87.39	89.04	89.31	88.78	89.74	89.35	88.81	86.75	88.14	87.39	88.06	88.39
1015	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.91	88.44	89.21	86.91	87.96	89.24	87.75	87.85	88.56	87.28	88.90	89.15	87.83	88.75	87.94	89.83	88.08	89.29	88.79	87.93	86.17	87.64	88.24	84.47	87.35	86.57
1044	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	87.55	87.60	89.59	87.59	88.23	89.91	88.88	86.40	87.50	87.44	89.58	89.65	89.15	89.72	88.11	89.57	89.94	88.97	89.07	90.11	86.54	87.15	83.28	84.85	87.45	85.63
1045	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	88.20	88.32	88.10	87.66	87.90	89.50	89.29	88.61	89.16	87.76	89.14	89.41	88.23	87.84	88.01	89.20	87.20	87.77	89.54	89.46	85.52	87.00	87.20	85.13	88.68	84.23
1046	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.94	89.01	87.36	88.19	87.08	89.58	88.99	87.91	88.30	88.02	88.52	90.60	89.11	88.55	88.81	88.55	87.93	88.42	89.85	89.09	89.47	86.86	87.06	86.04	86.89	88.17
1047	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	87.62	88.32	86.32	88.83	88.16	88.98	89.55	88.61	88.32	88.14	88.01	89.22	89.22	86.64	89.11	89.31	88.03	88.52	89.21	87.63	85.11	84.86	89.07	87.95	88.50	85.09
1076	372	56	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	87.43	89.57	88.25	88.76	86.20	89.15	89.26	88.70	87.90	87.24	89.20	88.15	87.63	86.86	86.25	87.41	87.85	88.66	89.26	87.86	87.97	86.83	87.43	87.25	88.72	87.06
1077	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.32	88.72	87.06	88.12	88.86	88.19	88.24	88.50	86.76	86.85	89.79	88.64	87.76	87.15	89.25	87.13	87.22	88.24	88.44	88.69	85.57	86.53	88.58	85.91	84.90	87.37
1078	372	56	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	87.93	88.12	87.20	86.75	88.67	89.30	88.34	86.85	88.47	88.72	88.72	87.84	88.01	86.82	87.06	88.70	88.67	88.02	88.05	88.60	85.38	87.06	87.97	85.85	88.89	86.03
1079	372	56	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.12	86.48	86.29	88.42	87.73	89.91	88.23	88.10	88.84	85.97	87.74	87.88	88.94	88.70	88.01	89.00	87.84	88.41	89.44	89.02	85.11	86.27	88.50	88.15	87.27	86.42
1108	372	56	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	87.70	87.95	87.05	89.40	88.35	89.75	88.88	87.98	88.01	86.89	89.11	88.73	87.73	87.68	86.59	88.44	87.74	87.40	88.70	88.88	87.05	87.75	88.79	87.09	84.55	85.76
1109	372	56	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	88.34	86.82	88.15	88.95	88.37	88.43	87.55	89.74	88.96	87.67	87.96	88.05	89.42	87.70	87.13	88.33	88.43	88.49	90.18	88.24	82.58	87.46	86.77	85.75	87.88	87.23
1110	372	56	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	87.33	88.72	87.08	87.91	88.48	87.48	89.44	87.83	89.67	88.91	89.37	87.05	87.35	88.54	88.94	88.26	88.75	88.15	89.04	88.92	83.00	85.36	88.73	87.21	87.43	86.91
1111	372	56	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	85.04	87.75	87.76	88.04	88.57	88.95	88.38	89.48	86.92	88.66	87.93	90.99	88.50	85.56	88.96	87.23	87.74	88.28	89.45	88.32	87.06	85.63	90.14	85.53	87.79	85.86
1140	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	87.56	85.83	88.58	86.77	87.73	90.25	88.24	87.98	88.02	87.10	87.62	87.80	89.15	88.36	86.40	88.88	89.02	88.49	88.50	89.89	86.95	86.86	88.41	86.13	84.47	89.77
1141	372	56	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	87.68	88.44	88.24	86.42	87.95	88.96	88.96	88.05	88.23	88.06	88.92	88.42	88.67	87.48	89.02	88.49	88.70	90.67	88.96	88.65	85.50	87.45	88.20	85.96	87.73	86.61
1142	372	56	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	89.40	88.08	88.68	87.60	88.08	88.32	88.77	87.33	87.98	88.35	87.57	88.30	87.55	88.48	87.00	88.93	87.71	89.39	88.22	89.82	86.46	85.69	88.23	84.46	86.98	86.31
1143	372	56	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.51	86.99	88.47	88.80	88.21	87.81	87.98	89.33	88.21	87.78	87.65	89.08	88.84	88.64	88.57	87.80	87.66	87.39	88.74	88.99	85.33	85.32	88.58	87.63	85.90	88.13

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
20	372	56	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	88.77	86.75	93.80	88.73	89.44	90.10	90.28	88.02	87.41	87.59	90.76	86.90	86.54	87.85	89.18	90.47	90.34	86.89	87.76	89.26	86.38	89.82	88.84	90.18	86.86	88.38
21	372	56	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	90.01	85.80	91.74	90.76	91.36	89.73	90.37	89.31	87.78	89.77	90.45	90.34	89.46	89.25	90.61	91.25	91.09	90.20	92.44	89.14	90.34	88.97	91.27	89.91	91.85	85.63
22	372	56	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	89.12	92.14	91.56	91.23	90.72	87.85	90.23	89.41	90.85	91.18	88.12	88.40	90.23	88.12	89.92	89.25	85.83	89.26	88.54	89.90	90.92	90.51	91.45	88.59	88.54	88.24
23	372	56	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	90.41	91.27	89.90	89.71	93.37	88.24	88.67	90.49	87.02	89.35	90.58	89.18	88.65	89.66	87.18	92.34	92.48	90.60	88.76	90.38	88.87	88.24	89.14	90.39	88.98	87.62
52	372	56	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	90.63	88.08	91.51	89.28	93.19	88.39	90.02	90.36	87.17	89.60	89.73	88.81	92.49	86.78	88.84	91.54	91.57	90.71	91.25	89.87	90.53	89.78	88.94	86.83	90.95	89.08
53	372	56	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	89.14	90.89	93.28	92.05	91.14	88.74	90.95	90.60	90.32	90.93	89.92	87.20	90.14	92.00	91.16	91.91	87.68	89.05	90.79	91.79	90.89	91.96	91.16	91.14	90.25	89.42
54	372	56	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	92.04	91.96	92.06	90.94	90.02	91.39	90.97	89.83	90.48	91.03	90.55	90.41	91.35	89.68	90.82	91.28	89.78	92.04	90.87	91.55	91.41	89.84	91.05	89.15	91.57	90.78
55	372	56	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	91.50	92.34	93.01	89.47	88.89	91.81	88.69	90.61	91.49	88.40	93.53	91.53	90.95	89.64	90.02	90.94	86.65	89.21	93.03	91.28	90.79	91.61	94.03	89.47	91.04	24.42
84	372	56	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	91.34	92.53	93.02	91.01	92.46	88.03	90.86	89.75	91.78	91.69	90.82	90.10	92.49	88.78	87.81	90.41	91.95	90.56	92.83	92.28	87.89	88.93	89.25	90.36	90.55	90.83
85	372	56	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	91.40	91.22	90.49	89.51	88.47	87.29	92.15	92.55	92.92	88.45	90.64	91.31	92.43	91.77	89.45	93.39	92.45	91.57	91.89	90.65	90.16	93.33	93.30	90.69	91.14	89.15
86	372	56	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	90.32	89.89	90.01	90.24	92.72	91.24	92.67	85.40	90.82	91.63	90.99	90.67	91.12	91.86	90.10	89.95	94.91	91.70	89.44	91.82	89.88	90.50	91.64	90.79	90.23	88.24
87	372	56	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	91.24	91.86	92.47	92.86	90.29	89.41	89.83	90.06	90.46	92.15	90.15	88.78	91.62	92.85	92.18	91.10	90.33	92.80	91.34	89.43	91.06	90.21	86.75	89.55	90.35	89.09
116	372	56	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	93.26	92.49	91.08	91.82	90.97	87.66	89.44	91.40	89.21	89.25	92.37	89.81	90.21	89.65	88.59	89.63	90.92	89.63	90.71	92.25	88.99	88.14	90.79	88.55	89.33	90.01
117	372	56	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	89.81	87.98	90.30	90.34	90.73	89.66	87.10	87.85	88.86	87.51	90.31	89.29	90.22	91.10	90.33	90.93	89.64	89.57	89.57	87.18	89.00	88.42	92.67	89.08	90.07	89.40
118	372	56	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	90.69	90.77	91.81	90.35	91.23	90.80	89.63	90.27	88.59	89.31	92.00	89.46	90.55	89.92	84.59	90.27	89.86	90.74	91.88	87.67	91.68	87.48	89.31	89.87	89.90	91.46
119	372	56	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	89.63	91.73	91.12	89.63	90.71	90.05	90.76	87.80	89.21	90.44	89.80	91.86	90.99	88.85	88.99	91.44	89.65	89.32	91.77	91.06	91.97	90.90	91.96	89.00	87.48	89.38
148	372	56	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	87.43	88.43	89.99	92.18	88.43	89.03	88.58	90.50	87.63	89.54	89.30	91.22	84.73	89.96	88.82	91.15	91.32	87.14	91.15	90.32	92.02	89.77	88.67	90.63	87.88	87.52
149	372	56	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	91.40	91.32	90.40	91.77	88.81	90.43	93.01	90.91	90.27	87.51	89.98	91.89	94.03	91.69	89.83	91.38	92.31	90.91	89.78	90.06	90.82	89.60	90.73	89.94	89.91	91.46
150	372	56	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	90.00	89.27	90.59	90.16	89.91	91.82	90.22	89.26	91.05	88.98	92.04	92.70	93.54	91.17	89.02	92.74	93.47	90.96	90.51	91.66	92.24	90.67	89.82	90.24	90.83	91.01
151	372	56	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	92.16	91.51	94.05	92.22	89.32	93.23	90.53	90.97	93.03	91.97	90.89	88.91	88.80	91.46	90.61	91.93	92.26	92.64	92.50	89.97	92.65	89.80	93.31	88.90	88.01	90.03
180	372	56	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	87.51	89.77	91.97	90.83	89.20	89.02	89.94	84.79	91.12	91.67	91.01	90.57	90.62	90.83	89.67	24.42	91.53	91.62	89.89	89.42	89.72	93.45	90.27	90.01	89.38	88.29
181	372	56	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	92.53	89.79	93.27	89.70	93.00	91.48	92.26	89.35	88.53	91.58	93.18	89.75	90.22	93.24	92.41	92.29	89.78	90.17	90.59	93.70	92.33	91.15	90.90	91.76	90.62	90.32
182	372	56	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	94.22	92.05	90.69	92.09	90.14	91.53	90.33	24.42	90.79	89.10	89.59	89.36	87.57	89.00	90.47	92.55	91.88	90.16	89.73	91.52	92.78	88.98	89.97	88.89	91.06	91.19
183	372	56	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	94.26	92.52	92.80	89.79	92.40	91.01	91.17	93.00	94.09	90.04	92.61	90.51	93.17	89.66	89.98	92.43	93.07	90.18	92.43	91.25	92.18	91.11	92.07	91.27	90.48	91.85
212	372	56	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	92.61	90.16	91.11	90.54	90.86	89.81	91.84	87.50	89.86	88.98	91.42	87.74	88.81	91.12	87.07	86.03	90.07	92.49	89.18	90.00	91.23	89.56	90.18	89.62	88.83	87.32
213	372	56	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	89.72	89.81	92.31	90.59	88.91	89.37	89.03	88.57	91.52	88.98	91.06	91.24	90.49	88.72	89.06	90.83	89.08	89.10	90.05	89.85	88.12	89.97	90.84	87.38	89.50	87.78
214	372	56	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	89.58	90.31	91.04	91.17	90.67	90.02	91.84	88.51	90.17	89.34	89.24	89.85	92.25	88.88	88.36	89.82	89.83	88.97	89.79	90.68	89.83	89.43	90.58	88.27	87.12	91.61
215	372	56	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	90.47	88.24	90.45	90.25	90.09	90.36	90.63	89.00	91.07	89.26	91.90	89.46	88.93	91.64	91.06	90.31	90.51	90.35	93.52	91.68	91.93	89.32	91.48	89.51	89.63	90.64
244	372	56	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	92.07	88.92	92.63	89.34	93.24	91.45	90.12	91.04	91.66	90.05	88.82	90.12	91.16	91.77	89.22	90.97	90.31	91.52	91.64	91.93	90.70	90.61	91.69	88.89	92.25	90.75
245	372	56	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	92.95	91.15	91.72	91.02	91.68	91.24	91.76	92.12	92.02	91.41	89.43	90.03	91.90	90.43	90.11	91.99	90.90	91.83	92.03	89.47	91.27	89.19	90.98	91.82	91.49	90.00
246	372	56	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	92.01	91.65	91.17	24.42	92.22	91.80	89.60	89.22	92.32	89.57	90.04	88.86	89.99	93.42	89.52	93.52	92.46	91.85	88.73	88.12	89.27	91.42	92.37	89.07	87.86	86.71
247	372	56	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	88.88	92.79	90.06	89.79	90.94	89.18	88.15	88.19	90.66	89.32	93.03	89.26	91.45	91.14	88.59	93.00	91.74	90.96	90.61	90.04	90.25	90.16	90.55	89.60	88.50	90.33
276	372	56	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	90.09	91.56	84.63	90.21	89.71	90.51	89.79	91.71	89.77	90.23	90.88	90.26	88.99	91.85	90.46	90.84	92.48	89.31	90.10	92.00	89.17	90.54	91.58	91.39	90.18	90.56
277	372	56	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	92.55	91.29	93.51	91.00	92.88	90.61	93.30	90.61	92.23	90.71	89.30	91.04	90.93	91.71	92.51	91.50	92.82	93.28	92.93	91.92	89.61	90.57	91.01	88.28	89.32	88.64
278	372	56	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	90.77	90.95	93.23	88.26	90.34	90.01	91.76	90.77	91.18	90.83	91.10	91.31	91.54	90.51	91.53	90.27	90.49	90.28	92.97	91.25	89.19	92.75	92.10	88.83	91.67	91.30
279	372	56	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	91.96	91.20	90.87	93.95	90.80	89.00	91.68	91.24	92.08	90.69	91.43	92.67	92.93	91.43	88.56	94.49	91.47	90.36	92.84	90.36	93.40	88.97	91.68	89.00	88.24	88.83
308	372	56	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	90.72	91.98	90.40	87.33	88.78	89.36	90.68	89.50	88.70	88.23	91.48	87.64	90.85	91.18	87.39	87.07	86.06	88.37	89.39	88.34	90.52	88.93	91.03	88.50	91.27	86.18
309	372	56	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	90.49	90.95	90.68	88.21	91.74	91.43	89.59	91.29	91.43	90.93	88.23	91.21	92.09	89.54	90.46	93.31	93.17	92.15	91.73	93.57	91.76	87.44	90.16	88.96	90.42	90.54
310	372	56	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	92.31	91.39	89.37	89.86	91.20	90.55	90.19	90.36	89.18	89.92	91.97	91.33	92.76	92.94	88.98	89.27	89.63	89.30	90.50	89.19	90.55	91.75	91.42	90.82	88.78	91.22
311	372	56	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.19	91.55	90.09	88.94	90.29	90.19	86.77	90.86	91.47	90.20	92.46	86.86	91.43	91.36	89.77	91.63	89.70	89.60	93.39	92.16	88.58	90.48	90.66	90.37	89.81	87.83
340	372	56	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	92.77	90.60	90.34	91.16	92.16	91.01	89.89	91.77	91.18	91.25	91.96	90.36	90.36	92.20	90.40	91.47	90.30	91.22	93.47	89.69	89.37	90.33	92.37	90.66	89.87	89.64
341	372	56	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	83.18	92.18	91.17	90.64	91.20	89.94	91.57	91.91	90.83	87.99	91.00	91.93	93.32	89.29	88.46	90.96	89.33	89.25	89.87	88.70	86.03	89.71	90.22	90.81	88.57	89.17
342	372	56	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	92.98	90.76	88.81	91.13	91.96	90.05	90.56	91.32	91.44	87.20	91.16	91.19	92.08	90.95	91.40	91.17	91.80	87.25	91.89	91.18	90.95	90.12	90.86	90.92	90.83	88.81
343	372	56	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	91.79	91.04	93.05	92.29	90.38	89.99	89.78	91.51	92.01	88.88	89.87	91.69	89.24	92.41	90.42	90.70	89.87	93.53	92.51	90.96	93.10	90.68	92.77	90.56	89.42	89.62
372	372	56	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	92.56	90.86	88.54	88.66	92.92	90.85	88.33	89.71	90.79	87.73	87.49	88.31	90.40	88.65	89.26	90.00	91.65	89.73	89.71	91.34	90.46	85.15	88.94	88.68	89.05	88.28
373	372	56	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	91.33	91.94	87.66	91.00	91.80	89.96	89.38	91.05	90.14	92.76	91.91	88.34	91.52	91.27	88.17	92.13	89.88	92.84	90.62	90.09	90.27	90.97	91.47	90.52	90.96	90.30
374	372	56	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.73	88.59	89.51	93.02	91.30	89.68	89.61	89.30	89.99	92.74	92.45	91.71	91.49	92.59	89.31	91.36	92.40	88.93	90.73	91.40	91.92	89.96	87.76	92.15	89.28	90.17
375	372	56	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.61	88.58	93.24	91.82	90.48	89.60	91.19	92.32	90.01	89.68	92.35	90.33	90.91	91.87	89.17	92.01	92.48	91.71	91.68	91.09	92.71	91.39	91.60	91.70	91.04	90.00
404	372	56	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	90.27	91.32	91.17	90.10	92.16	90.99	91.47	89.25	89.08	91.50	90.38	88.55	91.01	91.08	88.43	91.77	90.13	90.12	89.94	90.21	90.50	87.20	91.17	87.85	88.26	90.76
405	372	56	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	91.02	91.82	92.51	91.81	90.24	91.75	90.28	89.83	89.10	89.59	90.58	89.47	88.21	91.21	90.85	91.80	89.89	89.29	91.19	90.39	90.86	88.16	90.10	91.36	88.43	88.05
406	372	56	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	89.19	89.22	93.89	88.22	92.31	89.48	93.20	89.88	90.28	86.81	91.44	89.60	91.53	92.90	90.27	91.39	89.95	92.71	92.90	91.97	91.28	91.02	92.82	87.09	90.26	91.78
407	372	56	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	90.54	90.84	90.00	91.17	91.15	92.05	90.96	89.17	92.01	90.42	89.13	89.14	91.67	91.35	89.46	90.71	90.72	92.81	91.57	90.66	90.57	87.86	90.83	92.27	89.50	88.72
436	372	56	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	90.82	88.15	91.28	93.68	91.53	89.83	90.62	87.11	91.17	87.64	92.67	90.73	90.36	88.92	92.04	90.76	89.02	89.49	89.97	89.20	91.43	91.28	90.96	90.28	92.23	89.84
437	372	56	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	91.37	88.69	91.40	90.02	91.12	90.47	90.39	91.26	90.55	89.93	92.05	91.14	93.66	90.13	89.69	91.41	90.45	89.10	91.61	91.72	89.10	88.15	89.89	90.03	89.85	88.34
438	372	56	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	90.58	91.54	93.02	91.18	92.07	90.35	88.88	92.38	91.54	90.00	92.11	90.89	92.10	91.73	89.91	89.60	94.42	91.83	92.98	90.11	90.98	91.46	92.30	88.68	89.73	91.27
439	372	56	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	93.38	93.98	90.01	89.22	93.03	90.32	91.37	93.30	92.86	88.96	92.80	92.69	91.37	92.07	88.28	91.27	90.52	90.65	90.71	91.22	89.53	91.99	90.83	89.52	89.66	91.02
468	372	56	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	90.98	91.50	91.32	87.42	88.39	91.15	90.37	92.00	89.73	92.27	91.30	89.75	91.05	89.93	87.97	87.91	88.69	91.38	91.80	90.60	89.14	90.12	92.73	91.07	88.08	90.60
469	372	56	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	92.30	90.36	93.68	90.58	92.99	89.17	90.61	90.15	92.58	91.10	90.46	90.49	91.07	94.07	91.17	90.15	93.55	93.39	92.00	89.84	91.31	91.69	92.65	88.59	88.50	89.64
470	372	56	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	90.07	90.52	92.04	90.82	92.17	90.32	89.90	89.48	92.79	90.21	90.23	91.68	92.06	92.38	92.02	89.49	91.04	91.63	91.94	92.22	91.52	89.73	91.51	90.89	91.78	89.96
471	372	56	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	91.98	93.55	92.38	93.46	91.44	89.31	94.18	89.61	91.29	91.30	89.97	89.19	90.49	89.54	91.54	90.96	91.14	92.02	91.69	90.97	91.05	89.25	92.68	92.23	89.53	90.30
500	372	56	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	91.65	91.11	92.44	89.87	88.34	89.89	90.06	93.69	89.92	88.60	90.00	90.29	92.31	90.58	88.36	91.12	90.34	87.71	90.68	88.98	90.98	89.25	89.74	90.65	90.22	88.86
501	372	56	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	94.29	88.89	90.74	91.21	90.51	89.82	90.61	90.79	89.87	90.73	89.02	89.86	91.31	90.49	89.92	91.82	90.12	89.11	90.67	90.22	94.41	90.96	90.88	93.25	91.05	88.32
502	372	56	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	90.05	90.61	91.22	88.93	92.34	89.97	90.63	90.11	88.60	88.82	91.42	88.96	88.58	87.61	88.08	87.87	90.92	91.39	92.67	90.34	90.49	88.41	91.87	91.44	90.92	89.66
503	372	56	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	91.33	90.12	93.47	87.75	90.98	90.00	92.03	91.31	92.81	90.22	88.50	91.75	89.20	91.93	90.99	92.73	90.56	91.22	90.47	91.33	90.03	90.15	91.93	89.25	90.41	88.41
532	372	56	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.12	90.12	91.34	90.52	92.62	90.23	91.48	90.46	89.60	90.22	87.77	91.81	92.69	91.23	87.52	90.22	89.69	88.12	89.46	91.13	89.09	88.63	88.27	90.96	90.26	87.82
533	372	56	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	93.35	91.95	93.70	90.89	91.44	91.46	91.29	90.57	93.00	90.56	92.00	90.22	89.15	91.00	90.15	91.39	92.57	92.29	92.85	91.38	89.60	90.58	89.57	91.17	90.70	90.64
534	372	56	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.12	90.25	94.36	91.99	94.94	91.09	91.29	91.04	90.84	91.77	91.85	92.86	92.01	91.75	91.94	93.46	90.22	91.20	90.26	90.93	89.38	92.34	91.84	91.23	90.25	89.65
535	372	56	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	90.50	92.08	92.44	93.36	92.21	90.05	91.15	91.74	92.14	89.27	90.97	89.08	90.75	91.09	91.69	93.01	89.35	91.47	91.21	91.93	90.88	89.75	91.18	90.59	90.40	92.74
564	372	56	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	91.13	87.22	92.54	89.51	91.15	92.02	87.92	92.01	91.39	91.45	91.01	90.48	91.65	88.72	92.68	92.25	90.76	91.04	91.22	90.70	89.32	90.34	88.70	89.89	90.04	90.32
565	372	56	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	91.65	90.74	90.24	87.84	91.50	91.35	90.91	90.55	91.42	91.96	91.62	89.70	93.11	90.63	89.21	89.81	89.71	92.97	92.76	91.51	89.78	92.58	91.65	90.10	91.51	90.24
566	372	56	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	89.13	92.77	91.24	91.39	89.80	89.80	93.18	92.48	89.97	91.34	89.20	90.94	92.09	92.50	89.42	93.20	91.27	89.48	93.57	90.24	90.65	91.06	90.10	89.71	89.41	92.24
567	372	56	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	90.20	88.82	90.80	89.95	93.48	91.71	92.34	90.78	92.81	91.11	91.51	93.23	92.68	92.40	90.64	93.58	90.37	91.16	91.10	91.27	93.42	90.37	92.45	88.79	89.59	89.80
596	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.50	89.03	91.28	88.70	91.08	89.72	90.27	89.77	89.22	90.11	91.33	88.01	88.89	89.70	90.05	89.76	90.71	91.76	91.00	89.98	90.31	89.07	91.76	88.88	91.28	88.45
597	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.70	89.31	89.59	89.59	90.11	85.92	90.04	90.51	90.57	90.98	91.39	90.78	90.78	89.86	89.35	89.15	90.07	88.97	88.85	90.63	91.16	87.19	90.84	90.82	92.79	90.60
598	372	56	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	89.32	89.48	87.57	89.18	88.56	89.42	91.73	90.18	89.48	90.06	90.83	87.40	89.73	90.57	89.73	90.45	90.65	90.82	89.67	88.38	89.19	88.83	92.19	87.67	92.04	87.89
599	372	56	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	89.53	90.05	90.23	91.21	92.33	89.56	89.92	90.09	89.82	90.66	90.64	87.62	89.96	89.17	88.63	89.89	91.10	90.68	91.02	90.21	87.74	89.65	90.85	88.51	88.69	90.30
628	372	56	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	87.99	89.67	88.08	90.12	91.08	88.59	89.59	89.07	90.31	90.83	91.93	90.93	88.84	89.30	90.05	90.25	91.78	89.14	91.04	91.52	90.64	86.31	92.38	89.28	90.39	89.52
629	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.71	91.25	91.30	91.08	90.99	90.97	90.67	90.54	91.00	90.67	90.50	88.62	91.06	90.87	89.57	88.64	88.79	91.27	91.05	89.85	91.86	90.19	93.03	92.04	89.96	90.22
630	372	56	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.63	92.29	91.46	91.15	90.24	89.95	90.08	88.91	89.13	88.63	90.51	89.85	88.80	90.16	89.49	90.66	90.29	89.98	90.77	91.27	91.08	89.57	92.87	91.43	90.88	90.75
631	372	56	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.60	88.91	91.13	92.04	88.44	91.65	91.31	89.38	88.48	90.03	90.49	88.08	89.84	91.21	89.60	88.98	90.88	91.85	92.06	90.78	91.10	89.06	91.26	90.45	90.97	91.22
660	372	56	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	89.97	91.61	91.39	91.18	91.69	90.90	90.52	91.05	92.21	91.40	92.27	90.04	91.49	90.67	89.12	90.76	91.79	90.30	92.49	92.01	90.02	88.97	93.51	90.36	91.42	90.19
661	372	56	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	89.81	91.66	92.84	90.15	89.62	91.75	88.83	90.08	89.84	91.30	86.34	89.78	89.86	89.96	90.07	90.02	90.85	89.09	91.00	89.61	89.12	89.17	90.42	91.19	91.94	89.85
662	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.93	92.29	91.81	90.67	92.73	92.19	91.29	89.83	89.91	89.83	92.15	90.96	90.11	91.86	90.27	90.40	90.27	90.85	91.29	89.69	92.71	89.64	92.73	91.94	91.35	90.90
663	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.77	90.07	92.13	92.50	92.04	91.53	92.58	90.45	91.77	88.92	91.51	90.57	91.83	92.41	87.77	91.16	90.38	90.55	93.27	89.17	90.25	89.37	92.06	90.36	91.38	90.31
692	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.03	90.10	91.92	90.79	89.25	88.44	86.26	90.88	90.30	89.50	87.44	91.01	88.93	89.46	90.52	90.47	90.67	91.03	89.73	89.53	89.29	88.81	91.52	90.13	89.13	88.43
693	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	91.24	90.31	91.66	90.40	91.49	89.83	89.87	87.09	88.50	90.54	90.24	90.61	90.73	90.57	90.28	90.14	89.48	91.10	92.69	89.34	90.07	90.20	93.55	89.90	91.19	89.75
694	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	87.98	89.82	87.81	87.66	90.08	86.95	87.39	89.63	88.21	88.47	89.66	89.23	88.31	88.35	90.58	89.33	90.75	91.04	90.15	90.26	91.80	88.66	91.93	87.97	87.56	89.22
695	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.66	89.05	89.09	89.59	89.83	87.01	89.54	87.22	90.91	89.46	88.37	89.65	90.29	90.17	90.58	90.79	90.77	90.74	91.27	89.22	89.22	89.22	91.49	89.80	87.98	87.81
724	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.36	90.62	92.03	90.81	89.79	91.03	91.57	89.33	91.05	88.17	91.14	89.88	91.50	91.11	89.11	91.61	91.88	91.09	92.53	90.69	90.76	88.79	91.47	90.22	88.20	90.86
725	372	56	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	91.23	92.26	91.42	91.19	89.53	90.30	89.97	90.43	90.54	89.90	88.03	88.59	89.30	90.04	89.93	89.89	91.57	89.29	91.28	90.64	90.07	90.65	91.59	90.90	89.32	89.38
726	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.34	90.36	90.92	91.53	91.53	91.27	91.75	90.56	88.80	89.12	91.95	91.31	92.91	92.48	90.90	90.99	89.37	91.08	92.30	88.65	89.76	89.74	92.45	89.93	91.17	88.71
727	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.14	91.56	92.08	91.35	91.83	90.54	90.60	88.26	90.31	91.03	89.97	89.63	89.50	90.15	89.93	89.87	87.35	90.92	92.21	90.06	90.13	89.05	92.02	91.44	90.81	89.25
756	372	56	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.18	91.11	92.74	92.16	90.00	92.47	91.30	91.03	90.75	90.61	90.65	91.93	90.33	90.71	87.95	91.26	90.33	92.30	92.27	91.45	88.14	89.18	91.39	91.64	88.62	90.40
757	372	56	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	92.77	89.84	91.37	91.01	90.27	92.03	91.19	90.70	91.25	89.34	92.76	90.10	89.82	90.80	90.05	90.53	93.19	91.48	91.08	91.44	90.11	91.07	92.67	90.97	90.51	89.42
758	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.06	90.04	92.24	92.55	90.83	91.72	90.53	90.99	89.48	90.12	91.91	91.00	90.41	89.39	89.64	90.46	90.73	90.41	92.28	88.26	90.34	89.02	92.62	90.19	91.33	91.06
759	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	90.52	91.57	92.29	90.28	91.06	91.79	90.83	92.33	90.00	89.28	92.00	90.75	91.42	91.19	90.56	90.39	91.82	91.98	91.76	93.27	89.65	89.21	92.81	89.98	91.18	91.17
788	372	56	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	89.85	90.91	88.75	89.35	91.18	89.56	91.09	90.74	91.08	89.01	91.74	88.17	88.13	91.15	89.61	91.54	90.10	89.03	91.82	88.45	91.51	90.44	92.76	90.15	90.87	88.08
789	372	56	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.60	90.04	88.69	89.98	89.92	89.33	89.07	88.83	88.51	88.54	89.82	88.40	91.06	89.48	88.93	89.40	90.29	89.89	91.34	87.68	89.51	87.26	91.34	89.72	89.61	89.88
790	372	56	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.81	90.55	90.09	90.48	89.41	89.31	89.24	89.02	90.80	90.18	90.43	89.72	89.01	90.30	87.84	90.63	91.77	89.29	89.36	87.36	88.73	89.29	89.66	91.67	87.79	90.07
791	372	56	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.30	90.80	91.39	90.53	90.78	86.54	91.55	87.98	89.23	89.75	89.81	88.14	92.06	90.54	89.03	92.04	91.00	90.05	92.78	89.01	88.71	87.91	91.76	89.20	89.13	88.84
820	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.59	91.28	91.74	90.01	91.74	90.22	89.11	89.71	89.75	89.81	90.71	90.49	89.24	90.83	89.94	89.85	92.29	90.59	91.57	90.67	90.33	91.56	91.38	92.29	89.64	90.85
821	372	56	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	91.08	90.57	90.93	89.35	91.33	90.16	92.29	90.58	87.21	88.81	90.34	90.59	89.60	89.60	91.26	90.37	91.82	90.78	88.49	91.83	88.89	88.63	92.77	90.94	92.22	89.54
822	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.70	91.60	90.71	88.71	91.53	91.56	90.96	90.74	90.14	90.84	90.50	91.30	89.85	90.27	91.47	90.78	91.21	88.96	90.90	92.21	92.11	88.27	91.72	92.31	86.83	87.52
823	372	56	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	90.74	90.33	91.25	91.54	90.95	88.61	89.35	90.05	90.44	89.66	89.30	88.71	91.00	88.30	88.96	91.37	91.55	90.70	91.72	90.59	92.01	86.75	91.29	89.58	90.74	90.46
852	372	56	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	89.99	90.48	91.33	89.61	90.53	90.54	90.88	89.05	90.81	89.23	91.45	92.04	90.22	90.84	90.38	91.67	91.57	89.69	91.22	91.88	90.01	89.13	93.29	92.19	91.13	87.59
853	372	56	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	89.41	91.05	90.81	90.02	91.14	91.48	91.29	90.37	90.17	90.45	92.23	90.79	91.79	91.78	91.74	89.00	90.87	89.14	92.81	90.81	89.75	89.46	93.04	90.96	91.03	89.08
854	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.84	90.53	90.41	91.15	90.80	90.88	88.80	92.57	89.81	89.64	90.91	92.61	90.81	91.14	89.51	89.18	92.07	90.91	92.26	89.56	90.19	89.99	92.08	90.08	91.74	91.90
855	372	56	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	91.31	92.35	91.79	89.90	90.68	92.03	92.38	89.43	89.18	88.32	92.27	89.85	90.07	87.96	90.30	91.42	89.88	91.59	94.02	90.98	92.15	91.80	92.17	89.31	91.69	91.30
884	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.29	90.52	88.43	89.62	89.84	88.33	89.19	89.04	92.30	89.01	92.13	88.60	88.65	89.64	90.68	90.97	90.38	91.87	89.64	89.69	90.96	89.41	90.95	91.80	90.63	89.75
885	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.98	90.04	91.17	90.93	91.38	90.56	90.24	91.30	88.08	90.32	91.51	89.41	89.71	89.72	89.26	88.29	92.81	90.16	90.71	91.23	90.22	89.74	91.71	89.10	89.52	89.12
886	372	56	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.31	88.59	90.20	90.82	91.07	90.09	90.32	90.33	91.10	89.21	89.58	90.81	91.65	89.84	88.69	88.67	89.24	92.68	89.84	86.23	92.67	88.50	90.97	90.24	90.52	88.66
887	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	90.26	91.80	92.12	90.32	91.25	90.64	90.98	89.04	89.93	89.71	90.95	90.72	91.47	88.90	89.55	89.48	88.28	89.54	90.52	88.21	90.63	88.95	92.35	90.00	90.13	87.85
916	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.08	92.06	92.01	90.05	92.36	90.43	91.91	91.36	90.75	91.18	91.60	87.70	88.51	91.34	91.16	90.63	90.94	89.76	91.23	88.83	90.05	90.14	91.87	91.20	87.36	87.25
917	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.32	92.01	90.18	91.33	89.70	91.79	89.71	92.28	90.64	88.67	89.12	89.85	90.17	92.40	88.92	91.00	90.73	90.91	92.56	90.69	91.63	88.88	93.02	90.52	89.19	91.27
918	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	92.09	91.26	88.73	90.33	89.52	90.28	91.28	89.83	89.95	90.62	91.86	89.94	89.74	90.78	89.25	90.54	92.04	90.28	90.77	90.39	91.44	87.59	92.68	91.80	90.22	89.37
919	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.08	90.00	90.60	89.20	90.39	89.14	90.19	91.21	90.93	91.73	91.99	90.31	91.27	90.42	89.39	90.37	91.02	90.21	90.72	91.56	90.53	89.18	92.10	90.26	90.82	90.14
948	372	56	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	91.06	90.52	91.58	90.68	89.94	91.19	91.41	88.70	90.08	91.40	90.74	89.62	86.91	91.50	89.65	89.03	91.63	91.75	91.87	91.83	89.62	89.70	93.22	90.78	92.85	90.40
949	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	90.98	89.98	92.08	92.61	91.51	91.11	89.56	90.22	90.59	90.99	90.44	91.75	91.28	91.79	89.56	91.47	90.04	91.12	90.80	90.52	91.82	88.65	91.92	91.21	89.98	89.33
950	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.00	90.38	89.40	90.17	91.39	87.14	92.03	88.59	90.77	89.34	93.74	88.65	87.66	91.34	90.46	92.82	89.71	90.31	90.89	89.09	90.98	88.60	93.05	91.19	90.69	91.64
951	372	56	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.29	90.56	91.64	93.40	90.46	89.62	90.26	91.09	89.85	93.10	91.24	90.50	90.11	89.84	91.40	90.97	91.52	90.54	93.38	92.32	89.00	91.30	92.11	89.08	91.08	89.40
980	372	56	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	90.09	90.09	89.90	91.45	89.42	89.60	88.16	89.09	90.06	88.64	88.42	88.84	89.03	89.21	89.84	89.93	90.84	87.54	89.76	91.68	87.84	86.16	91.83	89.38	90.72	86.72
981	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.47	89.09	90.05	90.08	88.43	90.08	90.06	88.60	89.97	89.21	90.50	90.95	87.02	90.01	89.13	89.49	88.27	89.44	91.57	90.03	88.15	89.78	90.93	90.68	92.19	88.96
982	372	56	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.29	89.35	89.53	90.01	90.33	90.28	89.58	89.62	88.03	90.58	89.40	90.72	90.53	89.17	89.74	90.26	91.55	90.37	90.54	88.48	91.06	89.05	90.97	89.82	89.77	89.07
983	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.37	90.54	88.68	87.75	89.85	87.17	88.88	90.29	89.52	90.19	91.48	87.60	89.21	90.17	88.33	87.53	91.11	89.54	88.66	91.31	89.37	88.04	90.41	89.39	88.17	89.90
1012	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.59	91.38	90.28	90.28	88.19	91.05	90.10	90.45	90.57	89.76	91.11	89.08	91.18	91.83	89.64	90.03	89.67	92.13	93.17	90.99	87.77	91.18	91.59	89.66	92.28	90.35
1013	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.25	89.56	91.75	89.80	88.08	89.01	88.46	88.76	90.04	91.08	91.37	89.26	91.04	90.58	91.78	90.47	89.58	91.09	92.53	91.12	92.25	88.22	92.05	88.35	89.78	87.98
1014	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.75	92.04	92.02	90.52	89.64	89.42	90.13	91.09	91.17	90.29	91.52	89.18	89.91	90.50	89.88	91.53	91.31	90.27	90.48	92.14	90.78	88.11	92.16	92.88	91.20	89.08
1015	372	56	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	91.02	91.03	89.35	89.23	90.09	90.29	89.30	89.22	91.53	89.45	90.85	90.28	92.13	91.19	89.21	90.40	90.54	91.76	91.34	90.71	90.40	89.00	92.01	89.57	92.88	88.79
1044	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.62	90.69	91.94	90.39	90.89	90.82	90.04	88.31	90.32	90.27	91.55	91.77	90.47	91.60	90.16	91.37	91.52	90.35	90.30	90.73	90.85	89.28	88.14	89.94	90.36	90.06
1045	372	56	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	91.51	90.38	92.15	89.87	90.10	91.26	90.63	90.51	91.60	90.86	89.76	90.06	91.45	91.76	89.07	89.22	90.35	90.16	91.43	92.33	89.17	89.94	91.38	90.11	91.98	88.06
1046	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.23	90.93	90.93	88.41	89.42	92.89	91.05	89.30	91.15	90.61	91.58	91.27	92.29	89.67	89.58	90.84	90.18	90.69	92.19	91.22	91.74	90.71	91.53	90.47	90.97	91.52
1047	372	56	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	91.89	91.31	90.85	91.29	91.53	91.15	90.35	90.15	91.88	91.77	90.29	91.04	91.46	92.62	91.40	90.64	91.07	92.00	91.81	90.02	90.98	87.47	92.00	91.34	90.53	89.52
1076	372	56	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.46	91.23	90.73	90.10	87.85	90.23	90.85	89.59	87.77	89.34	90.33	88.02	89.17	90.28	88.82	87.40	89.60	88.06	91.09	89.00	89.39	90.37	90.23	89.00	87.05	88.00
1077	372	56	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.24	89.30	87.82	88.87	91.07	88.38	87.80	89.07	89.59	87.94	88.05	86.53	88.21	89.82	89.37	86.27	88.84	89.29	89.58	88.93	88.43	87.10	90.17	87.74	86.53	89.14
1078	372	56	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	87.98	87.94	89.58	88.62	89.49	90.17	88.60	87.04	89.61	88.98	88.23	88.66	88.90	89.46	88.84	90.45	91.23	91.56	87.87	89.43	89.15	87.51	89.66	88.64	90.94	86.19
1079	372	56	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	90.61	88.44	91.13	89.41	87.58	88.99	88.40	89.80	90.01	88.35	91.82	87.65	90.02	90.12	90.60	90.06	89.32	89.00	90.21	88.86	87.82	87.09	91.96	90.35	91.08	89.26
1108	372	56	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	93.35	90.16	90.54	91.12	90.13	89.07	91.32	90.14	91.32	89.36	91.16	86.73	90.36	89.38	85.70	92.01	89.49	89.79	89.22	88.82	89.82	89.78	92.46	91.23	91.24	88.15
1109	372	56	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	89.68	86.58	91.03	90.28	92.40	86.66	90.39	89.65	89.90	88.73	91.22	88.42	90.00	90.69	87.16	90.47	90.97	90.04	89.16	86.71	90.02	91.09	90.61	89.74	92.48	89.93
1110	372	56	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	89.40	91.61	89.24	89.92	91.26	87.66	90.80	90.10	90.76	90.11	91.46	90.01	88.59	90.05	89.83	90.28	91.57	91.23	91.02	89.71	88.65	89.33	93.07	89.72	90.56	87.37
1111	372	56	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.65	90.43	88.80	91.10	91.17	91.49	90.54	90.45	89.28	89.98	92.38	91.55	89.93	89.01	90.78	90.27	90.41	89.43	92.29	89.92	88.24	90.01	92.55	90.85	89.63	90.67
1140	372	56	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	90.88	90.84	91.24	90.90	89.88	91.05	90.25	90.93	90.73	89.66	90.02	89.10	90.42	93.25	90.18	91.86	92.79	89.49	92.51	91.58	90.33	91.43	93.56	91.84	90.56	91.19
1141	372	56	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	90.09	90.38	91.12	88.06	89.97	91.92	91.08	88.04	90.89	89.66	90.94	90.45	90.00	88.72	90.77	91.62	92.22	91.01	92.28	91.23	88.72	88.80	94.00	90.55	90.97	90.95
1142	372	56	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	92.27	89.42	90.69	89.28	90.67	90.79	90.36	90.22	90.22	91.35	91.20	90.06	91.34	90.10	90.90	90.11	91.12	90.99	90.84	90.47	89.63	90.04	93.63	88.63	92.23	91.03
1143	372	56	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	88.31	90.61	91.83	90.52	90.53	88.52	91.08	91.27	89.92	90.51	90.26	89.86	90.00	91.41	90.81	91.85	90.52	91.31	92.58	92.31	91.13	89.18	93.23	90.65	90.91	90.92

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
693	89.08	88.51	88.47	88.85	89.65	89.49	89.14	88.08	88.27	87.57	89.51	89.14	90.15	88.00	89.56	87.77	87.02	88.91	89.21	89.39	86.93	88.13	88.97	88.25	89.91	88.13	88.695769
629	88.46	88.01	89.91	88.01	87.26	88.58	87.46	89.06	88.27	89.01	88.97	88.12	88.35	88.82	87.45	90.10	87.01	89.30	87.87	89.62	89.71	88.42	89.75	88.41	88.19	88.68	88.569231
917	88.43	88.51	88.68	88.72	88.16	90.50	88.66	89.30	88.88	86.73	89.69	89.02	88.44	88.27	87.09	89.87	88.32	88.52	89.20	89.34	88.79	87.74	89.69	85.60	86.87	89.53	88.559615
949	88.15	87.04	88.45	89.10	88.86	89.69	87.50	87.73	89.01	88.61	87.71	89.67	90.10	87.58	87.77	88.95	88.27	89.21	89.46	90.19	87.80	87.06	90.10	88.73	87.85	87.73	88.550769
596	88.07	87.81	87.48	88.42	87.88	89.55	88.82	87.91	88.22	88.48	87.88	88.96	89.21	89.26	89.97	88.35	89.22	89.23	89.61	88.19	89.74	87.85	89.17	87.17	88.25	87.18	88.533846
695	88.71	88.01	88.41	89.93	87.70	89.44	88.76	89.16	88.40	89.41	89.20	88.29	89.32	88.95	88.85	89.52	88.22	89.15	89.46	89.66	89.37	85.92	88.31	86.51	86.01	87.05	88.527692
884	88.58	89.92	87.46	88.57	88.36	88.34	88.77	87.31	87.24	88.05	89.21	90.91	88.20	87.53	88.21	88.85	88.01	89.75	88.44	89.38	89.30	87.62	89.37	87.17	88.24	88.75	88.520769
1012	88.73	89.16	88.68	88.51	88.11	89.48	88.79	88.56	88.00	87.08	88.38	88.65	89.74	89.47	87.89	89.90	88.47	88.42	89.44	88.92	85.66	88.17	88.30	85.39	89.44	88.84	88.468462
919	90.69	88.48	88.19	87.38	89.41	88.43	87.11	88.80	88.27	87.64	89.11	89.18	89.20	87.83	87.90	87.77	88.85	90.79	89.57	89.88	87.86	86.44	89.45	86.29	88.35	87.25	88.466154
1014	89.35	88.71	88.27	88.56	88.61	89.09	87.91	88.77	89.57	87.39	89.38	88.76	86.99	87.41	87.39	89.04	89.31	88.78	89.74	89.35	88.81	86.75	88.14	87.39	88.06	88.39	88.458462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
884	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.58	89.92	87.46	88.57	88.36	88.34	88.77	87.31	87.24	88.05	89.21	90.91	88.20	87.53	88.21	88.85	88.01	89.75	88.44	89.38	89.30	87.62	89.37	87.17	88.24	88.75
885	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.90	86.41	88.61	89.62	88.70	88.91	88.61	88.95	87.69	87.72	89.72	88.49	88.05	89.58	88.90	87.41	89.84	87.92	88.88	88.81	88.09	87.34	88.51	85.40	88.02	88.16
887	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.38	89.85	87.57	89.93	87.85	88.56	88.90	86.96	87.18	87.52	89.97	89.60	90.38	87.86	87.69	89.27	89.52	88.80	89.88	88.56	88.09	85.87	90.27	85.57	89.68	87.18
981	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	87.43	88.94	89.21	89.08	87.44	89.02	88.15	87.25	88.92	87.68	88.70	89.16	87.34	88.52	87.98	87.52	86.79	89.82	89.96	89.70	86.50	86.60	88.93	87.46	89.21	87.76
983	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.50	88.52	87.08	87.87	87.59	88.10	89.82	89.19	86.95	88.25	89.50	88.10	87.80	88.67	87.81	87.39	89.66	87.46	88.91	90.43	88.58	84.41	88.82	86.06	88.70	90.09
596	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.07	87.81	87.48	88.42	87.88	89.55	88.82	87.91	88.22	88.48	87.88	88.96	89.21	89.26	89.97	88.35	89.22	89.23	89.61	88.19	89.74	87.85	89.17	87.17	88.25	87.18
597	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	86.74	88.96	87.56	87.99	87.91	88.99	89.21	89.99	88.03	89.30	89.92	90.68	88.72	86.83	87.53	89.26	88.05	88.71	90.51	88.65	89.54	87.13	86.40	85.82	90.18	86.01
692	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	86.98	88.20	88.20	89.21	87.95	88.05	88.23	87.88	88.55	88.27	89.59	88.82	88.61	89.02	88.91	89.19	88.55	88.97	89.56	90.49	87.56	85.42	88.97	86.26	87.26	88.06
693	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.08	88.51	88.47	88.85	89.65	89.49	89.14	88.08	88.27	87.57	89.51	89.14	90.15	88.00	89.56	87.77	87.02	88.91	89.21	89.39	86.93	88.13	88.97	88.25	89.91	88.13
694	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.25	89.18	87.86	87.89	87.59	89.31	88.12	88.54	88.00	87.61	88.25	88.68	88.23	87.42	89.25	86.72	89.54	88.81	89.03	89.81	90.13	84.50	89.35	84.67	88.04	88.27
695	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	88.71	88.01	88.41	89.93	87.70	89.44	88.76	89.16	88.40	89.41	89.20	88.29	89.32	88.95	88.85	89.52	88.22	89.15	89.46	89.66	89.37	85.92	88.31	86.51	86.01	87.05
916	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	88.38	89.62	89.00	88.17	88.36	89.10	86.49	90.02	87.66	89.01	88.69	88.92	88.32	88.77	88.96	91.17	87.82	88.98	89.99	88.52	86.20	85.74	88.59	87.32	86.03	85.38
917	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	88.43	88.51	88.68	88.72	88.16	90.50	88.66	89.30	88.88	86.73	89.69	89.02	88.44	88.27	87.09	89.87	88.32	88.52	89.20	89.34	88.79	87.74	89.69	85.60	86.87	89.53
918	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.08	89.72	87.86	87.28	87.86	89.02	89.10	88.66	88.10	87.50	88.68	89.77	89.32	88.62	88.56	87.72	88.49	88.16	89.42	88.39	87.91	85.12	88.89	88.45	89.70	86.89
919	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.69	88.48	88.19	87.38	89.41	88.43	87.11	88.80	88.27	87.64	89.11	89.18	89.20	87.83	87.90	87.77	88.85	90.79	89.57	89.88	87.86	86.44	89.45	86.29	88.35	87.25
1012	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.73	89.16	88.68	88.51	88.11	89.48	88.79	88.56	88.00	87.08	88.38	88.65	89.74	89.47	87.89	89.90	88.47	88.42	89.44	88.92	85.66	88.17	88.30	85.39	89.44	88.84
1013	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.91	89.43	87.33	88.37	87.13	88.70	87.54	88.25	89.14	87.30	88.97	90.11	88.98	89.29	89.97	88.44	87.68	87.48	89.02	87.39	88.27	86.48	88.41	85.25	88.33	85.16
1014	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	89.35	88.71	88.27	88.56	88.61	89.09	87.91	88.77	89.57	87.39	89.38	88.76	86.99	87.41	87.39	89.04	89.31	88.78	89.74	89.35	88.81	86.75	88.14	87.39	88.06	88.39
629	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	88.46	88.01	89.91	88.01	87.26	88.58	87.46	89.06	88.27	89.01	88.97	88.12	88.35	88.82	87.45	90.10	87.01	89.30	87.87	89.62	89.71	88.42	89.75	88.41	88.19	88.68
724	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.25	88.96	89.21	89.45	87.21	89.17	87.19	88.37	88.45	87.35	88.76	88.46	88.75	89.44	88.27	87.61	88.79	88.25	89.72	90.52	86.09	86.14	88.45	86.41	86.03	86.33
726	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.71	89.16	88.35	88.55	86.99	89.50	87.54	88.76	88.56	88.90	90.20	89.15	89.00	88.83	88.87	87.82	86.80	88.70	88.98	90.19	86.59	87.20	88.15	85.76	88.43	84.08
727	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	87.31	89.67	89.48	88.82	88.10	89.25	87.60	87.34	89.50	88.21	88.20	88.84	89.18	87.06	89.63	88.86	88.36	89.27	89.76	87.95	86.45	85.79	89.15	86.87	86.53	87.63
820	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.35	89.66	88.86	86.71	89.70	88.93	87.89	89.71	88.52	88.32	88.84	88.99	89.03	88.73	87.70	87.32	88.75	86.94	89.10	88.40	88.22	87.21	87.84	89.08	86.19	87.57
822	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	89.59	89.43	89.18	86.43	87.58	89.14	88.28	88.16	88.69	87.83	89.11	89.93	89.09	89.13	87.73	87.61	87.14	88.63	89.19	89.92	87.99	85.51	87.20	88.96	83.37	85.12
949	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.15	87.04	88.45	89.10	88.86	89.69	87.50	87.73	89.01	88.61	87.71	89.67	90.10	87.58	87.77	88.95	88.27	89.21	89.46	90.19	87.80	87.06	90.10	88.73	87.85	87.73
950	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.23	88.42	88.68	88.37	88.92	87.31	88.10	87.21	88.89	88.77	89.95	87.29	87.90	89.06	88.92	88.83	88.36	89.40	88.29	89.16	87.39	85.53	89.31	86.58	88.43	88.06
1044	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	87.55	87.60	89.59	87.59	88.23	89.91	88.88	86.40	87.50	87.44	89.58	89.65	89.15	89.72	88.11	89.57	89.94	88.97	89.07	90.11	86.54	87.15	83.28	84.85	87.45	85.63
1046	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.94	89.01	87.36	88.19	87.08	89.58	88.99	87.91	88.30	88.02	88.52	90.60	89.11	88.55	88.81	88.55	87.93	88.42	89.85	89.09	89.47	86.86	87.06	86.04	86.89	88.17
662	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.33	89.06	88.50	89.10	87.80	89.24	88.28	88.29	87.77	86.54	89.26	88.52	88.62	89.23	88.83	88.20	87.94	88.26	89.52	89.39	89.98	86.18	90.00	88.58	85.53	86.87
663	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	87.40	88.53	88.15	88.01	88.12	89.69	87.84	88.85	88.97	88.69	89.29	89.99	88.93	88.92	87.01	88.72	88.72	88.40	89.98	87.64	86.07	87.51	89.17	86.85	88.50	86.04
758	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	87.89	88.69	87.98	88.33	86.12	89.71	89.77	87.17	87.46	86.98	90.52	89.73	87.78	87.62	89.90	89.04	89.32	87.78	88.78	88.56	85.27	85.64	85.43	86.91	87.43	89.71
759	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	87.62	88.36	87.80	86.66	87.02	88.70	89.06	89.34	88.96	87.79	89.89	89.35	88.65	89.06	89.14	88.68	88.50	88.46	89.23	89.21	87.40	87.13	88.00	87.05	86.90	86.29
854	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	87.47	88.42	88.60	88.03	89.13	87.55	86.79	89.67	89.18	86.74	88.50	88.17	88.35	88.24	89.33	88.83	88.67	89.63	89.15	88.93	84.45	87.09	89.23	85.71	89.63	89.29

Size of the All data:  (144, 29)
Size of the Sig data:  (33, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
6	372	56	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.29	90.52	88.43	89.62	89.84	88.33	89.19	89.04	92.30	89.01	92.13	88.60	88.65	89.64	90.68	90.97	90.38	91.87	89.64	89.69	90.96	89.41	90.95	91.80	90.63	89.75
14	372	56	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.98	90.04	91.17	90.93	91.38	90.56	90.24	91.30	88.08	90.32	91.51	89.41	89.71	89.72	89.26	88.29	92.81	90.16	90.71	91.23	90.22	89.74	91.71	89.10	89.52	89.12
10	372	56	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	90.26	91.80	92.12	90.32	91.25	90.64	90.98	89.04	89.93	89.71	90.95	90.72	91.47	88.90	89.55	89.48	88.28	89.54	90.52	88.21	90.63	88.95	92.35	90.00	90.13	87.85
22	372	56	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	90.47	89.09	90.05	90.08	88.43	90.08	90.06	88.60	89.97	89.21	90.50	90.95	87.02	90.01	89.13	89.49	88.27	89.44	91.57	90.03	88.15	89.78	90.93	90.68	92.19	88.96
20	372	56	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.37	90.54	88.68	87.75	89.85	87.17	88.88	90.29	89.52	90.19	91.48	87.60	89.21	90.17	88.33	87.53	91.11	89.54	88.66	91.31	89.37	88.04	90.41	89.39	88.17	89.90
4	372	56	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.50	89.03	91.28	88.70	91.08	89.72	90.27	89.77	89.22	90.11	91.33	88.01	88.89	89.70	90.05	89.76	90.71	91.76	91.00	89.98	90.31	89.07	91.76	88.88	91.28	88.45
11	372	56	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.70	89.31	89.59	89.59	90.11	85.92	90.04	90.51	90.57	90.98	91.39	90.78	90.78	89.86	89.35	89.15	90.07	88.97	88.85	90.63	91.16	87.19	90.84	90.82	92.79	90.60
15	372	56	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.03	90.10	91.92	90.79	89.25	88.44	86.26	90.88	90.30	89.50	87.44	91.01	88.93	89.46	90.52	90.47	90.67	91.03	89.73	89.53	89.29	88.81	91.52	90.13	89.13	88.43
0	372	56	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	91.24	90.31	91.66	90.40	91.49	89.83	89.87	87.09	88.50	90.54	90.24	90.61	90.73	90.57	90.28	90.14	89.48	91.10	92.69	89.34	90.07	90.20	93.55	89.90	91.19	89.75
26	372	56	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	87.98	89.82	87.81	87.66	90.08	86.95	87.39	89.63	88.21	88.47	89.66	89.23	88.31	88.35	90.58	89.33	90.75	91.04	90.15	90.26	91.80	88.66	91.93	87.97	87.56	89.22
5	372	56	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.66	89.05	89.09	89.59	89.83	87.01	89.54	87.22	90.91	89.46	88.37	89.65	90.29	90.17	90.58	90.79	90.77	90.74	91.27	89.22	89.22	89.22	91.49	89.80	87.98	87.81
21	372	56	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.08	92.06	92.01	90.05	92.36	90.43	91.91	91.36	90.75	91.18	91.60	87.70	88.51	91.34	91.16	90.63	90.94	89.76	91.23	88.83	90.05	90.14	91.87	91.20	87.36	87.25
2	372	56	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	90.32	92.01	90.18	91.33	89.70	91.79	89.71	92.28	90.64	88.67	89.12	89.85	90.17	92.40	88.92	91.00	90.73	90.91	92.56	90.69	91.63	88.88	93.02	90.52	89.19	91.27
12	372	56	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	92.09	91.26	88.73	90.33	89.52	90.28	91.28	89.83	89.95	90.62	91.86	89.94	89.74	90.78	89.25	90.54	92.04	90.28	90.77	90.39	91.44	87.59	92.68	91.80	90.22	89.37
8	372	56	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.08	90.00	90.60	89.20	90.39	89.14	90.19	91.21	90.93	91.73	91.99	90.31	91.27	90.42	89.39	90.37	91.02	90.21	90.72	91.56	90.53	89.18	92.10	90.26	90.82	90.14
7	372	56	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	89.59	91.38	90.28	90.28	88.19	91.05	90.10	90.45	90.57	89.76	91.11	89.08	91.18	91.83	89.64	90.03	89.67	92.13	93.17	90.99	87.77	91.18	91.59	89.66	92.28	90.35
29	372	56	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.25	89.56	91.75	89.80	88.08	89.01	88.46	88.76	90.04	91.08	91.37	89.26	91.04	90.58	91.78	90.47	89.58	91.09	92.53	91.12	92.25	88.22	92.05	88.35	89.78	87.98
9	372	56	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.75	92.04	92.02	90.52	89.64	89.42	90.13	91.09	91.17	90.29	91.52	89.18	89.91	90.50	89.88	91.53	91.31	90.27	90.48	92.14	90.78	88.11	92.16	92.88	91.20	89.08
1	372	56	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	91.71	91.25	91.30	91.08	90.99	90.97	90.67	90.54	91.00	90.67	90.50	88.62	91.06	90.87	89.57	88.64	88.79	91.27	91.05	89.85	91.86	90.19	93.03	92.04	89.96	90.22
28	372	56	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	90.36	90.62	92.03	90.81	89.79	91.03	91.57	89.33	91.05	88.17	91.14	89.88	91.50	91.11	89.11	91.61	91.88	91.09	92.53	90.69	90.76	88.79	91.47	90.22	88.20	90.86
27	372	56	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	89.34	90.36	90.92	91.53	91.53	91.27	91.75	90.56	88.80	89.12	91.95	91.31	92.91	92.48	90.90	90.99	89.37	91.08	92.30	88.65	89.76	89.74	92.45	89.93	91.17	88.71
23	372	56	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	91.14	91.56	92.08	91.35	91.83	90.54	90.60	88.26	90.31	91.03	89.97	89.63	89.50	90.15	89.93	89.87	87.35	90.92	92.21	90.06	90.13	89.05	92.02	91.44	90.81	89.25
16	372	56	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.59	91.28	91.74	90.01	91.74	90.22	89.11	89.71	89.75	89.81	90.71	90.49	89.24	90.83	89.94	89.85	92.29	90.59	91.57	90.67	90.33	91.56	91.38	92.29	89.64	90.85
30	372	56	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.70	91.60	90.71	88.71	91.53	91.56	90.96	90.74	90.14	90.84	90.50	91.30	89.85	90.27	91.47	90.78	91.21	88.96	90.90	92.21	92.11	88.27	91.72	92.31	86.83	87.52
3	372	56	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	90.98	89.98	92.08	92.61	91.51	91.11	89.56	90.22	90.59	90.99	90.44	91.75	91.28	91.79	89.56	91.47	90.04	91.12	90.80	90.52	91.82	88.65	91.92	91.21	89.98	89.33
17	372	56	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.00	90.38	89.40	90.17	91.39	87.14	92.03	88.59	90.77	89.34	93.74	88.65	87.66	91.34	90.46	92.82	89.71	90.31	90.89	89.09	90.98	88.60	93.05	91.19	90.69	91.64
32	372	56	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.62	90.69	91.94	90.39	90.89	90.82	90.04	88.31	90.32	90.27	91.55	91.77	90.47	91.60	90.16	91.37	91.52	90.35	90.30	90.73	90.85	89.28	88.14	89.94	90.36	90.06
18	372	56	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.23	90.93	90.93	88.41	89.42	92.89	91.05	89.30	91.15	90.61	91.58	91.27	92.29	89.67	89.58	90.84	90.18	90.69	92.19	91.22	91.74	90.71	91.53	90.47	90.97	91.52
13	372	56	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	91.93	92.29	91.81	90.67	92.73	92.19	91.29	89.83	89.91	89.83	92.15	90.96	90.11	91.86	90.27	90.40	90.27	90.85	91.29	89.69	92.71	89.64	92.73	91.94	91.35	90.90
19	372	56	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	90.77	90.07	92.13	92.50	92.04	91.53	92.58	90.45	91.77	88.92	91.51	90.57	91.83	92.41	87.77	91.16	90.38	90.55	93.27	89.17	90.25	89.37	92.06	90.36	91.38	90.31
31	372	56	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	91.06	90.04	92.24	92.55	90.83	91.72	90.53	90.99	89.48	90.12	91.91	91.00	90.41	89.39	89.64	90.46	90.73	90.41	92.28	88.26	90.34	89.02	92.62	90.19	91.33	91.06
25	372	56	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	90.52	91.57	92.29	90.28	91.06	91.79	90.83	92.33	90.00	89.28	92.00	90.75	91.42	91.19	90.56	90.39	91.82	91.98	91.76	93.27	89.65	89.21	92.81	89.98	91.18	91.17
24	372	56	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	90.84	90.53	90.41	91.15	90.80	90.88	88.80	92.57	89.81	89.64	90.91	92.61	90.81	91.14	89.51	89.18	92.07	90.91	92.26	89.56	90.19	89.99	92.08	90.08	91.74	91.90

Size of the test data:  (33, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_19	89.326667	0.536573
mAP_valid_abs_values_20	89.204242	0.816517
mAP_valid_abs_values_12	89.142424	0.807206
mAP_valid_abs_values_11	89.140909	0.673839
mAP_valid_abs_values_6	89.031212	0.669271
mAP_valid_abs_values_13	88.757273	0.763644
mAP_valid_abs_values_18	88.735758	0.757686
mAP_valid_abs_values_2	88.726061	0.797147
mAP_valid_abs_values_16	88.601515	0.970419
mAP_valid_abs_values_14	88.523939	0.775794
mAP_valid_abs_values_23	88.504848	1.398354
mAP_valid_abs_values_15	88.481515	0.851275
mAP_valid_abs_values_17	88.420000	0.862688
mAP_valid_abs_values_8	88.410606	0.916597
mAP_valid_abs_values_3	88.364242	0.707734
mAP_valid_abs_values_4	88.354545	0.863192
mAP_valid_abs_values_9	88.336364	0.666628
mAP_valid_abs_values	88.316364	0.851777
mAP_valid_abs_values_7	88.281818	0.817399
mAP_valid_abs_values_5	88.011515	0.810259
mAP_valid_abs_values_10	87.930606	0.757124
mAP_valid_abs_values_25	87.806970	1.481069
mAP_valid_abs_values_21	87.780303	1.476104
mAP_valid_abs_values_26	87.432727	1.438374
mAP_valid_abs_values_24	86.752121	1.229115
mAP_valid_abs_values_22	86.595455	1.036768

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	91.876364	0.973476
mAP_test_abs_values_19	91.268182	1.149012
mAP_test_abs_values_11	91.034242	1.181702
mAP_test_abs_values_3	90.890303	1.288513
mAP_test_abs_values_2	90.638485	0.934720
mAP_test_abs_values_18	90.633939	0.790494
mAP_test_abs_values_14	90.621212	1.021842
mAP_test_abs_values	90.588788	0.979521
mAP_test_abs_values_21	90.579091	1.117378
mAP_test_abs_values_5	90.562121	1.174912
mAP_test_abs_values_24	90.506970	1.153493
mAP_test_abs_values_17	90.490909	1.226999
average_map	90.394161	0.479323
mAP_test_abs_values_16	90.296970	1.051411
mAP_test_abs_values_4	90.277576	1.206837
mAP_test_abs_values_20	90.266364	1.154339
mAP_test_abs_values_25	90.212424	1.488191
mAP_test_abs_values_9	90.194242	0.941110
mAP_test_abs_values_13	90.186364	1.331920
mAP_test_abs_values_7	90.177879	1.310949
mAP_test_abs_values_12	90.074242	1.230036
mAP_test_abs_values_6	90.043333	1.717736
mAP_test_abs_values_8	90.002424	1.344066
mAP_test_abs_values_10	89.983939	0.864306
mAP_test_abs_values_15	89.901818	0.846657
mAP_test_abs_values_26	89.714545	1.269181
mAP_test_abs_values_22	89.225455	0.950858

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_56 =  res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]

res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]


result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')


result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]

html_table = result_merged_mwu_56.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	19	89.326667	91.268182
1	20	89.204242	90.266364
2	12	89.142424	90.074242
3	11	89.140909	91.034242
4	6	89.031212	90.043333
5	13	88.757273	90.186364
6	18	88.735758	90.633939
7	2	88.726061	90.638485
8	16	88.601515	90.296970
9	14	88.523939	90.621212
10	23	88.504848	91.876364
11	15	88.481515	89.901818
12	17	88.420000	90.490909
13	8	88.410606	90.002424
14	3	88.364242	90.890303
15	4	88.354545	90.277576
16	9	88.336364	90.194242
17	1	88.316364	90.588788
18	7	88.281818	90.177879
19	5	88.011515	90.562121
20	10	87.930606	89.983939
21	25	87.806970	90.212424
22	21	87.780303	90.579091
23	26	87.432727	89.714545
24	24	86.752121	90.506970
25	22	86.595455	89.225455

Code

#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 64

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
24	372	64	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	85.63	86.98	76.28	83.64	84.86	84.99	85.50	87.79	85.66	85.81	88.75	87.46	83.98	86.02	86.00	79.23	86.93	86.80	84.16	84.17	82.87	82.30	83.11	83.42	84.18	82.08
25	372	64	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	85.26	87.19	86.19	86.16	86.93	86.50	87.08	87.74	85.00	84.80	85.36	87.14	87.97	88.08	86.09	86.88	83.63	87.76	87.06	86.73	85.01	85.37	85.33	85.30	84.39	83.82
26	372	64	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	87.50	85.52	85.24	85.31	87.24	87.42	85.60	86.30	86.65	85.47	88.90	86.91	89.10	84.72	87.87	88.62	86.89	84.82	85.86	85.92	82.98	85.09	83.98	83.64	85.36	84.88
27	372	64	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	88.31	87.37	86.64	86.77	87.35	86.74	86.89	87.04	86.76	87.54	87.64	86.95	87.46	88.75	84.09	87.20	87.11	87.80	84.93	86.78	83.29	83.71	85.23	84.04	83.68	84.89
56	372	64	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	83.93	87.13	78.73	84.97	85.41	87.78	85.97	84.15	84.16	87.45	85.67	87.44	87.67	85.66	84.43	86.48	84.14	86.10	85.37	83.57	82.44	82.69	84.00	83.06	85.45	82.14
57	372	64	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	84.88	87.79	86.18	86.32	87.04	88.34	84.85	86.50	85.87	86.16	86.54	87.75	86.52	86.40	86.32	87.80	86.39	88.73	87.95	86.82	83.62	85.22	84.68	86.25	83.46	84.58
58	372	64	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	86.42	87.95	84.91	87.25	85.61	88.88	84.92	86.65	86.70	85.86	86.61	88.95	86.83	83.45	88.56	87.79	85.88	88.31	86.99	89.56	84.29	84.29	85.80	85.73	85.17	83.17
59	372	64	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	85.22	87.38	87.05	85.95	87.90	87.66	87.76	86.13	87.44	87.18	88.35	88.01	86.25	86.34	86.47	87.89	86.56	85.78	89.33	86.58	84.20	82.48	83.87	85.02	86.19	84.24
88	372	64	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	86.26	87.22	84.15	86.85	84.56	88.18	86.26	83.32	85.53	86.06	87.17	87.04	86.92	86.95	86.48	85.99	87.05	86.90	87.28	86.85	83.98	82.60	83.32	86.57	87.10	82.61
89	372	64	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.23	87.13	85.50	86.27	87.48	89.07	88.64	87.48	89.29	86.74	85.39	87.66	86.69	86.24	84.00	87.07	86.56	85.13	86.67	86.64	85.95	84.81	84.40	83.09	83.47	87.25
90	372	64	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	85.55	85.84	87.06	87.02	87.23	86.57	84.25	86.56	88.59	85.77	86.77	86.52	87.09	88.25	86.20	87.31	86.09	85.86	85.78	85.54	83.58	85.42	85.05	85.61	88.04	84.96
91	372	64	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	87.26	89.89	87.58	86.39	84.66	87.30	83.26	84.95	88.95	86.33	87.95	87.58	88.20	88.25	88.31	87.31	87.24	87.01	85.26	87.19	83.41	86.01	84.14	84.16	86.01	86.60
120	372	64	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	84.33	88.20	84.49	85.95	85.27	85.65	86.87	86.07	85.22	85.90	87.42	85.52	83.75	84.50	84.62	84.34	88.28	88.11	87.58	86.61	82.87	84.88	84.57	82.55	84.13	83.93
121	372	64	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	86.21	84.27	86.51	87.88	86.88	88.34	86.14	88.08	86.65	85.28	88.18	88.67	87.31	85.99	86.07	87.16	87.91	86.81	88.32	90.65	84.59	84.85	85.07	83.99	85.94	87.81
122	372	64	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	86.17	86.22	85.14	85.89	86.00	86.85	85.58	87.16	87.40	87.20	90.15	87.88	86.74	87.29	87.76	90.67	86.69	88.01	88.24	88.59	85.54	85.36	84.70	85.56	82.92	85.26
123	372	64	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	87.13	87.21	85.41	87.10	86.86	88.40	87.66	88.29	86.65	87.45	85.97	88.67	87.99	87.57	87.68	88.20	87.49	87.15	88.07	87.99	85.92	84.21	86.76	85.28	84.86	84.07
152	372	64	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	85.74	86.98	84.99	84.76	84.67	86.39	88.63	86.37	86.96	87.48	87.69	87.20	87.35	88.89	86.09	86.61	86.98	87.56	86.13	86.69	84.36	83.76	81.83	84.51	84.89	85.80
153	372	64	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.69	87.18	85.91	88.06	86.18	89.53	87.21	86.25	87.64	86.68	86.38	88.12	87.62	88.24	87.31	87.63	88.56	87.67	89.53	88.76	83.77	85.96	87.11	84.31	84.14	85.54
154	372	64	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	89.35	88.19	88.03	87.08	86.08	88.50	88.15	87.80	88.29	88.22	87.38	86.55	87.29	89.01	85.20	87.66	85.33	86.20	85.79	89.02	82.45	85.57	87.85	85.67	84.10	85.08
155	372	64	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	86.54	88.03	84.94	86.48	86.37	88.78	86.63	89.06	87.79	86.01	87.27	86.42	85.85	86.41	87.15	87.64	87.77	87.84	87.16	88.26	84.51	85.21	87.44	84.65	84.14	85.65
184	372	64	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.63	86.91	87.69	88.03	86.69	86.93	84.86	86.44	87.03	89.96	86.46	86.76	88.38	88.40	86.46	86.84	88.63	84.75	87.42	86.73	84.87	84.65	85.06	85.92	82.74	83.57
185	372	64	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	86.80	88.91	87.19	87.00	85.78	87.89	86.57	85.32	88.54	89.16	87.38	88.61	87.75	86.62	87.39	87.79	87.98	87.12	87.42	87.40	83.45	86.35	86.18	85.95	83.75	84.53
186	372	64	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	85.26	87.60	86.58	86.13	86.53	88.24	90.18	86.00	88.07	87.44	87.83	88.06	89.17	87.12	84.61	86.90	86.40	88.37	89.76	86.84	83.72	82.86	84.40	87.17	84.30	84.38
187	372	64	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	87.07	87.63	87.72	87.77	86.10	86.17	86.96	87.04	87.83	87.19	87.52	87.79	87.54	87.37	86.21	88.66	87.00	88.45	87.10	87.53	85.36	82.45	85.04	85.76	85.21	85.58
216	372	64	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	87.46	87.83	86.47	85.37	84.33	85.66	87.28	88.51	88.22	87.75	87.86	87.31	85.92	86.35	86.87	88.19	87.76	86.36	87.65	87.85	84.45	84.98	87.98	87.61	86.22	85.24
217	372	64	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	87.07	87.60	84.77	87.32	84.48	88.31	86.27	87.62	87.56	86.63	87.07	89.14	85.78	86.46	88.41	87.16	85.72	86.74	88.98	87.57	85.91	86.27	84.90	85.31	87.07	84.23
218	372	64	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	87.90	86.75	86.31	87.20	85.74	89.69	87.31	87.70	88.28	85.14	88.25	87.51	87.74	86.33	85.87	86.20	87.52	88.02	86.33	86.77	82.79	84.06	86.52	85.61	87.22	86.38
219	372	64	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	85.61	88.49	86.41	88.86	88.51	88.00	87.19	88.23	88.00	87.04	88.05	89.32	87.65	88.38	88.17	87.56	89.97	87.82	89.23	88.90	85.44	84.63	85.53	85.16	86.93	84.12
248	372	64	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	84.14	86.38	86.79	87.04	86.49	87.28	86.25	88.07	87.59	87.56	89.41	88.26	85.12	87.34	88.18	87.72	87.42	86.28	86.63	88.16	81.87	85.41	81.73	85.19	82.16	84.45
249	372	64	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	89.24	86.77	87.71	87.99	86.62	88.79	86.02	89.53	86.08	86.06	87.77	86.71	87.98	88.21	86.35	89.43	86.55	87.29	87.83	87.57	83.71	83.66	84.81	85.70	85.64	84.46
250	372	64	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	87.21	86.26	86.34	86.50	85.64	88.40	88.47	86.11	87.88	89.19	87.69	88.17	87.50	89.13	88.34	87.59	87.21	88.77	86.94	87.84	86.14	85.69	85.07	85.53	84.02	85.64
251	372	64	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	88.43	87.47	85.96	85.94	87.31	87.44	86.46	87.98	88.27	85.33	86.58	87.92	88.94	85.71	88.38	87.69	86.56	87.34	86.69	87.65	84.59	84.00	85.65	82.94	84.38	87.34
280	372	64	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	87.07	86.84	84.33	85.31	88.38	88.26	86.97	87.53	88.81	87.34	88.57	87.91	87.65	86.89	85.44	87.45	86.95	88.76	87.03	88.73	86.09	83.06	87.69	83.20	85.11	83.85
281	372	64	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	87.23	86.76	86.32	85.67	86.24	87.39	85.72	87.18	87.66	86.99	88.29	86.92	86.88	87.19	87.48	86.85	85.16	87.94	88.84	88.17	87.66	85.04	84.14	85.58	85.24	84.45
282	372	64	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	86.44	88.71	87.89	87.80	86.34	88.24	86.85	87.37	87.59	87.14	87.97	87.44	85.68	87.20	87.54	88.90	87.92	87.26	86.90	87.60	85.56	84.46	86.49	82.93	84.37	84.50
283	372	64	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	87.18	87.29	85.53	85.88	87.55	88.04	85.85	87.10	88.95	86.51	88.29	87.47	87.58	84.15	85.98	87.14	87.89	86.90	87.37	88.62	85.56	84.17	85.64	84.32	83.87	85.41
312	372	64	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	84.79	84.18	86.64	85.90	84.92	84.89	84.73	82.35	84.26	84.69	88.22	85.84	85.42	85.89	85.70	86.55	87.18	85.97	87.90	89.68	83.42	84.39	83.13	83.21	83.90	84.71
313	372	64	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	85.57	86.36	85.91	87.39	85.69	88.28	87.05	88.62	86.13	85.61	87.37	88.06	87.88	88.50	85.67	86.51	87.53	87.92	89.19	89.16	83.25	86.03	83.85	84.20	85.12	85.31
314	372	64	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	84.75	87.85	85.45	84.92	83.96	86.20	86.30	87.35	87.71	86.74	89.19	88.68	87.88	86.68	84.71	85.20	88.08	87.24	87.97	89.20	85.33	85.14	86.23	86.24	84.95	85.02
315	372	64	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	88.27	86.68	89.36	87.30	86.74	86.23	87.86	87.17	87.31	86.20	88.42	88.71	86.68	86.51	88.55	87.23	88.63	89.45	87.81	88.68	84.36	83.98	85.12	85.34	85.43	84.40
344	372	64	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	83.48	79.00	84.33	83.77	84.82	86.79	84.28	83.53	82.12	87.44	87.60	86.72	84.89	85.03	83.94	89.20	84.05	87.64	87.46	86.88	81.01	85.35	84.80	79.07	82.26	85.00
345	372	64	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	84.72	87.07	87.42	85.56	86.54	86.54	86.07	88.58	88.80	85.26	87.10	88.94	87.83	88.16	86.28	88.61	88.55	86.57	86.33	88.92	85.24	84.80	85.41	85.07	86.36	86.23
346	372	64	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.83	84.85	86.79	87.30	85.98	87.97	87.63	86.85	89.09	87.28	89.69	88.04	87.03	86.21	85.86	88.33	88.62	86.42	87.37	87.05	85.69	84.90	79.92	84.58	84.99	85.17
347	372	64	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	87.14	86.98	86.46	86.57	86.01	86.39	85.53	86.62	86.16	85.10	89.29	86.47	88.07	88.27	87.93	86.08	86.48	86.58	87.90	87.82	86.26	85.23	85.15	84.36	84.85	86.04
376	372	64	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	84.11	85.35	85.80	85.80	80.70	87.00	85.44	85.38	84.80	88.50	87.08	87.54	85.72	88.18	87.34	87.18	87.25	86.48	86.96	84.94	83.97	85.78	85.13	84.64	85.03	85.37
377	372	64	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	86.57	85.37	85.56	85.99	85.32	86.96	87.27	85.08	87.16	88.37	86.88	86.48	87.44	83.94	88.00	88.91	87.39	87.86	84.96	86.87	84.17	84.17	84.63	84.98	85.50	83.14
378	372	64	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	87.74	87.78	85.74	87.98	83.81	87.73	86.07	84.59	87.34	86.62	87.83	89.65	87.61	88.57	88.63	88.18	85.93	86.90	86.97	88.33	85.42	83.00	84.28	84.87	85.34	84.35
379	372	64	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	87.13	88.51	86.25	87.91	87.28	85.74	87.77	87.71	89.62	87.67	89.74	87.88	88.40	87.33	87.36	86.21	87.27	87.44	89.26	88.54	87.00	85.59	87.11	83.58	87.01	86.55
408	372	64	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	84.91	86.37	86.18	85.02	86.31	86.49	84.86	84.79	86.55	24.01	87.56	87.16	87.52	86.44	86.35	85.61	87.22	86.46	24.01	86.69	84.93	84.37	85.79	85.44	84.19	82.66
409	372	64	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	85.71	88.23	87.77	87.72	87.06	87.27	87.05	88.10	86.63	87.56	87.63	89.64	88.18	87.20	88.14	88.25	87.32	88.17	87.92	86.51	84.81	84.69	84.67	84.56	88.18	86.59
410	372	64	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.22	87.00	84.65	86.01	85.32	88.77	85.10	87.26	87.38	86.60	87.37	88.70	85.99	85.88	85.33	88.54	88.17	85.82	88.10	88.84	85.19	84.43	85.91	83.69	85.81	85.35
411	372	64	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	85.15	87.30	85.26	87.78	86.03	86.15	88.18	87.53	88.90	86.76	87.15	87.19	87.24	87.56	86.78	88.50	87.69	88.43	88.28	89.40	86.82	83.49	88.28	84.80	83.40	85.15
440	372	64	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.15	88.40	85.79	84.66	85.88	88.09	86.35	89.00	85.72	86.23	87.73	87.29	87.50	86.55	87.18	87.78	86.68	86.98	88.12	86.86	84.10	83.76	85.68	84.18	85.12	84.83
441	372	64	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	87.72	86.78	85.65	88.90	86.13	87.95	87.67	87.78	89.92	86.51	88.47	89.21	87.92	88.36	88.50	88.11	87.75	87.75	89.43	88.12	82.64	84.58	83.80	84.85	83.65	85.32
442	372	64	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	86.36	87.14	88.41	85.76	87.62	87.03	87.55	88.19	85.89	87.73	88.06	88.10	90.08	87.39	86.81	88.86	85.30	89.08	87.28	89.43	84.62	85.98	87.79	84.95	84.78	85.20
443	372	64	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	85.99	88.62	86.22	86.93	87.61	88.14	87.21	88.03	89.69	87.42	87.88	89.33	88.96	87.64	88.37	89.36	86.61	87.01	87.87	87.64	86.57	85.50	86.42	84.65	84.54	85.62
472	372	64	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	87.23	87.33	86.35	87.79	86.57	86.11	86.31	87.45	86.34	87.47	88.82	87.30	85.65	86.56	85.78	87.55	86.67	88.69	87.85	88.86	83.74	83.86	84.32	86.21	83.43	84.14
473	372	64	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	85.59	89.32	86.79	87.59	87.40	88.06	85.79	87.50	88.81	89.60	86.62	87.08	87.18	88.35	84.74	88.79	87.44	87.35	87.23	87.74	88.94	84.42	86.91	88.41	88.41	84.11
474	372	64	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	85.96	88.85	85.73	86.68	88.08	88.40	87.47	87.37	88.57	87.10	89.19	86.66	88.60	88.23	87.62	87.10	87.04	85.76	87.55	87.85	85.17	83.99	87.10	86.19	83.40	85.76
475	372	64	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.38	86.93	88.92	88.44	87.47	87.01	86.60	85.87	88.87	88.29	87.74	87.72	87.56	84.96	87.64	89.51	88.78	89.37	88.93	87.88	83.40	85.08	85.68	84.32	83.97	85.75
504	372	64	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	83.14	87.17	87.93	86.66	85.82	87.57	85.30	84.92	85.76	85.73	87.96	86.40	86.62	86.24	87.44	87.07	86.21	84.44	87.40	86.54	83.61	83.65	86.28	84.38	83.16	86.20
505	372	64	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	87.24	87.72	87.15	87.61	87.48	85.30	87.63	87.34	85.90	87.42	87.42	89.69	87.49	86.94	87.80	86.11	86.57	87.74	88.70	88.99	84.04	85.07	86.02	83.56	84.37	85.98
506	372	64	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	86.91	86.56	85.68	86.16	87.35	88.00	86.47	86.60	88.55	86.14	87.59	87.76	86.89	87.98	87.46	86.19	87.10	87.90	89.38	89.12	84.84	87.06	86.88	83.76	85.52	86.06
507	372	64	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	87.35	87.77	87.36	87.21	89.18	87.95	87.61	87.40	85.83	88.02	87.79	87.98	88.17	86.88	87.39	88.96	88.65	88.64	89.63	87.08	84.86	86.41	83.40	84.27	84.46	84.43
536	372	64	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	85.66	88.68	85.40	86.00	86.39	87.47	87.74	88.19	87.85	88.22	88.24	87.30	86.98	86.45	85.84	88.07	83.67	89.36	87.57	87.71	86.03	82.33	86.37	85.74	83.79	83.60
537	372	64	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	85.57	88.20	87.55	89.79	87.52	86.62	86.89	88.30	85.94	85.83	87.92	88.02	86.77	87.50	87.02	86.28	87.21	85.90	88.28	86.17	84.10	84.39	87.28	86.28	88.35	85.64
538	372	64	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	87.00	88.07	88.06	85.42	86.17	88.03	87.58	88.18	86.21	87.54	87.82	89.15	88.11	87.43	86.26	84.48	86.96	87.12	87.59	88.62	86.08	85.26	85.83	84.18	85.79	84.52
539	372	64	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	88.25	87.03	86.91	86.18	87.72	86.79	87.91	88.10	87.28	86.86	89.09	89.40	87.95	90.27	88.62	88.66	87.16	88.23	87.54	87.52	85.82	85.60	85.29	84.46	87.76	86.29
568	372	64	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.51	86.36	86.71	87.12	88.22	87.00	88.07	86.68	89.09	86.41	87.89	87.67	88.18	87.01	87.03	86.57	87.33	88.12	87.73	85.53	84.45	84.74	82.87	84.32	84.31	85.52
569	372	64	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	85.86	85.07	87.75	86.55	86.28	88.15	88.55	86.97	87.69	86.54	89.21	87.13	88.28	88.65	85.85	85.51	88.19	86.92	88.29	87.59	85.10	83.11	84.81	85.36	85.79	86.01
570	372	64	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	87.61	87.52	86.98	87.36	86.05	87.98	87.06	88.24	87.66	86.08	88.18	86.39	87.91	86.06	87.33	87.58	88.77	88.57	85.35	89.01	84.89	85.67	83.46	85.43	86.89	87.50
571	372	64	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	86.12	86.39	86.35	87.61	87.60	86.97	89.28	88.94	84.44	89.02	85.84	87.99	86.57	87.82	87.73	87.97	88.57	86.38	87.70	87.64	86.81	84.84	85.18	86.29	85.86	85.20
600	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.73	88.11	87.78	89.93	87.98	89.72	88.35	87.61	88.41	87.52	89.74	88.43	88.45	87.39	88.55	89.01	88.50	89.52	89.17	89.20	89.10	86.74	87.37	85.64	88.67	86.77
601	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.37	88.10	87.00	88.14	88.99	88.27	87.96	89.00	89.44	87.62	89.10	89.70	88.73	88.21	88.45	89.19	87.21	88.94	89.32	88.68	88.15	88.14	88.62	87.57	89.27	88.05
602	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.19	89.46	87.85	87.96	87.90	89.77	87.76	87.86	87.56	87.84	90.70	89.29	90.22	90.14	87.54	90.12	89.19	89.75	88.97	90.44	86.34	88.15	87.32	86.59	87.89	86.68
603	372	64	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.24	88.53	87.10	87.15	88.48	88.46	88.87	89.02	87.45	88.82	88.87	88.02	89.42	87.07	87.88	88.35	87.96	88.24	88.99	88.46	89.42	86.15	89.98	87.67	88.91	84.85
632	372	64	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	87.01	88.24	88.32	88.84	87.47	88.01	87.64	88.07	88.54	87.47	88.95	89.91	89.85	87.64	88.84	88.28	87.20	88.10	88.14	89.29	84.24	86.95	87.88	86.40	85.03	89.11
633	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.94	88.43	88.40	89.88	89.35	89.59	89.47	88.20	88.41	86.97	89.23	87.59	88.27	88.06	89.43	87.82	89.44	89.25	89.01	88.55	87.95	85.92	89.78	87.83	85.92	88.94
634	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	88.06	87.46	87.96	87.97	88.45	88.41	88.50	88.19	88.64	88.18	88.99	89.67	88.41	88.17	89.16	87.62	87.98	87.62	89.40	87.94	87.52	84.25	89.46	87.58	85.26	86.51
635	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.57	88.39	87.83	87.74	87.55	90.18	88.22	87.60	89.28	88.74	90.68	88.61	89.41	88.26	89.20	88.16	87.51	88.32	89.27	88.43	86.26	87.30	88.13	89.14	87.70	88.49
664	372	64	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.17	89.09	88.90	87.42	88.68	87.95	89.81	87.22	87.80	86.95	88.91	89.16	89.94	88.83	88.76	86.94	87.63	87.79	87.95	88.19	88.31	87.17	89.41	87.40	89.12	86.84
665	372	64	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.12	87.14	88.40	87.98	87.38	89.75	88.20	88.72	88.78	88.81	87.09	90.75	88.32	87.57	89.64	88.68	88.57	88.01	89.11	89.42	85.94	86.41	87.50	87.75	88.82	86.90
666	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.85	89.50	88.41	88.57	88.69	89.19	87.86	87.36	86.32	87.70	88.48	89.97	88.39	87.86	87.59	89.65	89.82	89.43	87.91	90.19	86.61	87.63	88.44	86.19	87.62	87.07
667	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	87.44	89.95	88.72	88.78	88.15	88.39	87.27	87.55	88.38	87.91	90.32	89.47	90.30	89.08	88.52	87.17	89.35	90.02	89.01	90.21	85.91	87.28	85.72	87.13	87.14	87.46
696	372	64	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	89.18	87.37	87.20	86.69	89.17	87.80	89.33	87.89	88.49	87.32	89.12	88.31	88.85	88.38	89.55	88.42	87.48	87.45	88.13	89.04	87.54	84.79	88.20	85.95	88.99	88.25
697	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	87.93	87.50	87.95	87.92	88.15	88.94	88.42	89.18	88.97	87.11	89.54	89.30	89.57	88.52	87.46	89.43	88.53	88.54	89.19	90.36	87.11	86.33	89.23	88.93	86.24	87.52
698	372	64	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.46	87.14	87.52	88.59	89.33	89.73	87.27	88.10	88.30	89.07	89.93	89.99	88.46	88.81	88.00	87.74	87.48	88.73	87.87	88.79	86.28	85.78	89.18	85.97	86.81	88.26
699	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	87.17	89.84	87.35	87.38	87.39	89.41	88.61	89.03	87.79	89.27	89.50	88.68	88.50	86.87	89.44	88.74	88.72	88.56	89.72	90.33	85.24	88.14	88.34	86.32	88.49	88.26
728	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	89.67	87.71	88.17	87.73	87.33	89.42	88.67	87.06	89.17	88.97	89.62	88.37	88.46	88.85	88.60	89.46	87.54	87.84	89.43	89.36	87.06	86.93	86.27	86.45	87.72	85.74
729	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	87.72	88.23	88.43	88.92	88.79	89.93	88.47	89.80	88.72	88.07	89.29	88.40	88.72	89.08	89.14	88.89	87.79	87.57	89.07	90.41	88.63	87.47	87.98	87.35	88.58	87.03
730	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.81	89.75	89.43	87.47	88.19	89.96	89.37	89.05	87.38	89.29	89.95	89.16	88.50	87.40	87.25	89.22	86.51	88.00	89.02	90.21	87.92	86.89	88.82	88.98	88.60	88.54
731	372	64	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	87.94	88.19	88.07	89.03	88.41	90.33	86.21	88.78	86.99	88.31	89.93	88.77	87.76	87.12	86.66	87.61	87.91	87.55	89.42	87.93	86.25	87.40	87.49	86.55	89.14	85.13
760	372	64	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	88.03	86.54	88.38	88.50	87.89	89.66	88.22	88.80	86.93	87.19	89.24	90.55	88.37	87.97	88.50	86.65	87.08	87.72	88.72	89.17	85.12	87.57	86.56	88.51	86.61	88.19
761	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.22	89.10	88.39	88.91	88.99	88.68	87.14	89.45	88.46	88.10	88.22	89.61	88.11	88.64	88.83	89.12	88.87	89.98	88.88	89.26	86.93	87.22	88.71	89.00	88.12	88.23
762	372	64	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	88.91	88.66	89.15	88.42	87.88	88.25	87.43	87.31	88.98	87.71	88.52	89.47	88.07	87.47	87.35	88.81	87.76	88.71	88.82	87.85	84.17	88.53	88.40	87.89	84.17	89.16
763	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.04	88.22	87.67	87.88	87.42	90.23	86.79	87.11	89.24	87.07	89.15	89.49	88.56	89.67	88.59	88.00	89.93	87.46	88.01	89.99	88.61	87.05	89.44	87.44	84.40	85.93
792	372	64	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	88.11	87.21	87.42	88.76	88.61	90.26	88.73	87.44	87.02	88.02	88.13	89.15	88.92	87.49	89.50	88.21	88.27	89.12	88.69	89.10	86.41	84.37	87.52	87.65	87.65	88.11
793	372	64	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.35	88.37	86.12	88.34	87.47	89.44	88.73	88.16	87.38	87.16	88.44	89.73	88.02	88.92	87.65	87.28	88.00	88.51	89.44	88.94	89.25	87.36	88.78	85.10	87.82	87.56
794	372	64	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.38	89.45	87.04	87.98	87.06	90.74	88.44	87.96	88.00	86.63	89.20	88.80	88.11	88.79	87.18	88.05	88.14	88.24	90.54	88.53	88.82	86.64	86.20	87.36	88.89	86.97
795	372	64	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	87.90	88.25	87.72	88.12	86.14	88.37	88.66	88.98	88.23	86.88	88.59	87.04	87.29	87.84	88.37	88.22	86.93	88.26	89.74	90.09	86.63	87.48	88.64	87.10	87.18	85.79
824	372	64	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.50	89.11	88.85	88.34	88.16	88.42	88.69	86.76	87.17	89.42	90.72	88.87	90.00	85.80	87.93	88.75	87.85	88.78	87.98	89.42	88.86	86.13	88.00	85.81	86.84	86.96
825	372	64	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.66	88.56	87.02	86.58	88.40	88.58	88.72	89.72	88.38	87.55	87.87	88.86	89.10	88.65	86.48	88.25	88.45	88.06	88.78	87.40	85.09	86.43	87.68	86.10	90.69	89.82
826	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	87.19	88.27	88.65	85.71	86.97	89.67	86.51	89.31	89.28	88.29	89.78	89.40	89.94	88.28	87.48	89.27	87.92	89.85	89.24	88.32	87.20	87.18	87.99	84.08	87.87	85.97
827	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	88.85	88.24	87.73	89.21	89.17	89.08	88.36	88.74	88.69	88.65	89.47	88.66	87.99	87.67	89.27	88.99	88.37	87.83	89.45	88.19	87.76	89.01	88.73	85.96	85.41	88.04
856	372	64	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	88.82	88.63	88.44	87.48	88.49	88.01	87.05	88.52	87.36	87.21	87.93	89.76	88.67	88.04	88.60	88.77	88.15	87.97	89.21	89.20	85.36	86.16	87.31	84.87	85.67	88.88
857	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	88.49	88.86	88.89	88.48	87.38	88.92	88.14	88.47	88.32	87.19	89.73	89.69	90.21	88.83	87.88	89.31	89.02	88.14	88.29	88.75	88.53	85.79	87.11	87.37	86.27	86.25
858	372	64	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	86.87	87.22	86.34	87.64	87.80	88.60	88.28	88.55	88.95	88.26	89.23	88.44	88.48	86.97	87.74	87.88	88.79	88.13	89.02	89.22	86.62	86.90	87.53	85.25	86.26	86.81
859	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	86.80	88.26	88.33	88.84	88.31	90.03	88.10	88.56	89.32	87.00	90.24	89.70	89.67	87.79	89.48	89.40	88.94	88.47	88.03	88.88	85.83	85.85	89.52	85.66	86.53	86.69
888	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.64	88.38	88.22	88.88	87.99	89.76	88.58	87.83	88.46	88.14	88.14	89.45	89.23	87.91	89.70	88.63	88.23	88.59	89.83	89.15	87.57	85.78	88.40	87.04	88.69	88.58
889	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	86.95	88.75	86.61	90.37	86.14	90.23	88.25	88.99	87.84	87.86	89.59	89.34	87.93	88.32	88.55	88.62	89.80	88.65	88.92	89.06	87.10	86.08	89.94	89.64	89.54	88.30
890	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.16	87.60	89.03	87.98	87.76	89.70	87.25	88.62	88.19	88.23	89.70	89.33	87.22	88.64	88.74	88.25	88.82	88.18	89.76	89.69	85.68	87.10	90.45	88.25	87.80	87.05
891	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.59	88.57	86.27	89.14	88.19	89.18	88.43	87.74	87.87	87.63	88.90	90.55	88.20	89.02	88.41	88.91	88.86	88.99	88.91	88.69	87.48	87.28	89.35	87.29	89.47	87.45
920	372	64	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.85	87.60	88.61	87.73	88.54	90.92	88.54	88.95	86.49	87.60	88.25	89.25	88.01	88.50	88.76	87.50	88.27	88.79	88.56	89.93	88.97	86.03	89.63	87.19	86.41	87.03
921	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.22	87.60	87.24	88.19	87.85	89.69	88.76	89.94	90.18	86.62	89.63	90.37	88.96	87.96	88.93	88.11	87.89	88.57	89.94	88.91	87.23	87.26	89.02	87.60	87.97	88.89
922	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.67	89.00	88.46	88.40	88.51	88.94	88.91	89.29	88.69	87.79	88.74	89.24	88.64	87.82	89.90	88.36	87.51	88.53	89.42	89.27	88.13	88.79	86.62	88.46	86.39	86.98
923	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.61	88.30	88.72	87.43	89.11	88.08	86.91	88.52	87.80	88.79	89.19	89.24	89.50	88.07	89.74	88.95	88.53	89.80	89.46	88.20	86.96	86.57	89.04	86.95	87.42	88.28
952	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	87.89	87.25	86.70	88.41	89.32	88.79	88.25	86.99	88.66	88.26	89.37	89.35	88.72	88.57	85.70	90.37	86.14	88.33	89.29	87.95	85.76	87.78	87.11	87.29	86.43	85.75
953	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.89	89.75	89.39	88.62	87.96	89.10	86.91	86.89	88.57	89.44	89.32	90.20	88.53	88.16	86.47	89.34	89.25	89.65	88.89	89.22	85.30	86.54	88.15	85.76	88.59	87.87
954	372	64	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	87.20	88.46	88.43	88.38	88.35	89.82	88.00	88.88	86.94	86.52	89.64	88.09	89.02	88.55	88.08	88.90	87.10	88.44	87.53	90.02	84.15	87.32	88.24	87.09	89.23	88.10
955	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.23	89.82	88.54	89.58	88.32	89.10	88.30	88.26	89.01	88.77	89.53	88.31	89.84	89.37	88.56	89.21	88.90	89.26	90.46	89.44	86.91	87.02	90.05	87.11	88.06	87.30
984	372	64	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	88.52	88.34	88.41	88.81	87.17	90.19	87.98	87.42	87.92	87.20	89.50	87.69	88.82	87.32	87.07	89.19	88.85	89.16	87.81	90.39	87.94	86.93	89.48	87.63	88.20	87.18
985	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	86.75	88.51	86.39	88.21	88.99	89.16	88.31	88.30	88.24	88.32	88.21	88.05	89.50	87.46	88.97	89.39	88.06	89.12	90.66	88.32	88.85	86.46	88.15	87.76	88.24	87.54
986	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.05	88.17	88.69	89.04	89.10	90.25	89.48	88.52	88.21	86.75	89.85	88.45	88.68	88.21	88.53	88.50	87.93	88.00	89.51	89.94	88.84	86.63	88.43	89.54	88.00	88.33
987	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	90.29	88.74	88.88	88.51	88.48	88.94	88.24	87.56	88.86	88.11	90.01	90.22	87.73	88.80	88.46	89.14	87.70	89.67	88.67	91.23	86.31	90.05	88.71	87.60	89.08	85.53
1016	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	87.19	88.25	87.92	88.28	86.93	89.70	87.70	90.25	88.89	86.94	89.07	89.74	87.81	88.85	89.18	88.98	87.83	88.35	88.21	88.69	89.79	87.25	88.69	86.63	88.82	89.42
1017	372	64	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.85	87.63	87.74	89.07	87.44	87.72	88.30	86.08	89.33	88.17	88.33	89.31	87.90	87.16	87.43	88.09	88.48	89.10	87.72	89.05	86.42	85.08	88.71	86.36	87.62	89.04
1018	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	88.93	88.47	88.70	89.00	89.73	89.14	88.38	88.08	87.55	87.43	88.99	90.13	88.69	87.39	88.29	88.63	87.52	88.53	89.08	89.72	85.32	87.01	84.79	85.80	89.93	87.40
1019	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	86.82	87.86	87.83	89.17	89.04	88.44	87.78	87.83	88.00	88.91	88.97	88.15	89.66	86.82	88.58	88.17	87.90	89.17	89.67	90.00	87.56	87.71	87.54	89.09	88.15	89.10
1048	372	64	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	87.56	87.92	87.97	88.15	86.70	88.01	88.79	88.41	88.85	88.59	89.50	89.21	87.99	89.93	87.70	88.38	87.27	87.42	88.55	88.22	85.96	87.91	88.93	86.56	85.86	87.29
1049	372	64	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.91	89.02	87.71	87.75	88.01	87.92	88.51	88.68	89.19	87.91	89.17	89.38	88.90	89.24	88.52	88.46	87.10	88.31	88.80	89.14	88.41	87.65	88.85	84.62	86.01	85.58
1050	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	87.50	87.98	87.13	86.78	87.00	90.04	87.97	87.84	89.64	87.97	89.50	89.94	87.38	88.88	88.83	88.19	89.39	88.30	89.46	89.01	87.75	85.86	88.19	85.02	90.47	87.02
1051	372	64	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	87.02	88.97	88.99	88.63	88.67	89.16	87.78	90.05	88.40	87.77	89.41	87.98	88.38	87.61	88.31	88.30	86.57	89.00	88.71	89.87	87.70	86.63	89.30	85.67	85.09	87.20
1080	372	64	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	88.28	89.01	87.59	86.28	87.25	89.62	89.19	88.91	87.69	87.98	90.18	88.11	87.84	89.17	88.65	87.61	88.67	86.56	88.38	89.14	87.64	85.93	86.66	87.48	88.04	88.14
1081	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	88.89	88.86	87.76	87.72	87.22	88.02	88.54	88.35	87.91	88.49	89.37	89.23	86.57	87.53	88.58	89.01	89.18	88.24	89.24	89.36	89.08	88.32	88.79	88.51	89.69	86.88
1082	372	64	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	86.84	88.54	88.03	89.20	87.27	88.17	88.95	88.00	89.14	88.90	88.82	90.07	89.41	87.82	87.88	88.97	88.38	88.00	88.43	89.17	84.80	86.81	89.53	84.34	89.17	87.17
1083	372	64	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.01	88.52	88.46	86.85	89.12	89.14	89.67	89.57	87.00	88.16	89.38	88.92	88.47	86.61	87.95	87.70	87.15	87.05	89.08	89.42	87.99	85.80	89.78	87.24	88.39	85.12
1112	372	64	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	87.92	90.17	89.10	88.24	87.98	89.77	87.55	88.11	87.27	88.72	89.28	88.82	87.99	87.33	87.54	87.47	88.91	87.65	89.39	88.59	86.07	87.28	88.46	86.44	85.62	86.58
1113	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	87.45	88.31	89.06	89.33	87.36	90.38	89.13	88.98	88.29	87.67	89.77	89.19	88.87	86.38	88.63	88.25	89.72	88.48	89.37	88.95	86.05	86.58	89.56	87.02	87.27	87.85
1114	372	64	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	86.23	88.24	87.98	87.84	89.07	88.90	88.68	88.60	88.44	87.85	89.72	88.14	88.57	89.56	87.52	87.51	88.43	88.20	90.71	89.71	87.37	87.93	87.57	86.93	86.12	88.72
1115	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	88.22	88.64	88.15	87.52	87.42	89.18	89.16	89.53	87.18	87.76	90.01	87.64	88.21	87.35	87.83	88.02	88.90	88.75	90.00	89.39	87.85	85.35	88.29	87.65	86.56	86.60
1144	372	64	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	88.24	89.57	87.13	87.92	87.51	88.32	87.61	87.84	89.61	86.70	89.16	90.02	87.99	87.25	86.73	89.38	87.69	88.94	89.19	88.89	85.33	85.71	83.91	86.53	88.63	88.77
1145	372	64	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	87.77	88.56	89.31	86.92	87.85	88.49	86.83	87.85	86.00	89.18	89.18	88.36	88.81	89.27	87.51	89.23	87.23	89.34	87.98	90.71	84.75	87.47	85.49	86.58	88.30	86.98
1146	372	64	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	87.43	88.01	88.23	87.51	87.14	89.00	87.66	87.85	87.01	86.65	88.69	89.45	86.91	88.15	88.92	88.01	87.92	88.55	88.82	88.99	89.03	87.05	88.50	85.35	87.19	86.01
1147	372	64	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	87.16	88.36	87.58	86.28	86.98	88.43	87.84	89.07	88.14	87.07	89.65	89.53	89.42	87.31	87.72	88.64	88.74	89.04	87.80	89.42	85.91	86.54	86.05	87.36	87.11	87.15

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
24	372	64	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	91.13	91.61	79.75	88.06	87.91	88.17	89.14	91.46	90.13	90.37	90.18	90.57	88.29	90.24	89.18	85.18	90.41	89.07	88.68	87.85	89.28	89.60	88.32	87.92	89.98	86.42
25	372	64	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	90.47	90.94	92.31	90.08	91.45	89.27	92.58	91.55	89.31	89.85	90.16	89.17	91.47	91.10	88.84	92.14	88.12	89.98	89.22	90.50	90.03	90.95	91.94	90.61	88.55	89.33
26	372	64	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	90.78	88.75	90.61	88.35	89.33	90.01	88.61	88.70	91.31	88.74	90.82	90.60	92.34	88.27	90.95	90.24	89.59	89.04	89.13	88.16	89.90	91.38	88.47	89.55	90.76	89.94
27	372	64	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	89.95	89.77	93.10	92.06	88.68	92.40	89.82	89.20	92.43	89.61	88.77	91.81	91.13	92.38	86.36	92.96	90.63	91.38	89.76	88.60	90.17	87.99	88.11	90.86	89.69	90.36
56	372	64	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	91.73	92.02	83.56	91.25	89.97	89.70	90.90	88.71	89.27	90.59	88.71	92.25	90.41	89.72	87.97	89.98	89.20	88.78	90.71	89.00	88.28	89.74	89.84	88.61	91.14	89.33
57	372	64	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	89.73	92.39	92.36	92.35	92.28	92.68	90.12	89.03	90.32	91.11	89.78	90.41	90.78	90.28	89.88	91.68	91.30	91.75	89.27	91.34	88.86	91.69	89.56	92.31	87.77	90.71
58	372	64	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	93.32	92.60	90.80	90.61	90.98	90.17	88.58	88.64	86.77	91.97	91.96	91.14	90.83	87.42	89.91	91.75	90.47	91.00	90.92	92.72	91.10	90.33	91.90	89.46	90.68	89.89
59	372	64	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	91.52	93.23	91.44	90.25	91.11	90.97	90.15	92.03	91.38	91.01	91.43	90.30	89.99	91.66	91.61	93.00	89.72	88.74	94.46	90.44	89.97	88.20	91.57	91.04	90.73	89.22
88	372	64	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	91.43	92.70	89.61	91.03	90.28	90.88	91.66	90.60	90.32	91.77	90.92	90.53	92.18	91.20	91.06	91.67	91.76	90.91	91.67	91.66	90.00	89.01	90.01	93.54	92.88	88.38
89	372	64	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	91.88	90.95	90.72	90.81	91.92	93.09	93.56	92.85	91.97	89.03	90.93	91.06	93.90	91.39	89.87	91.05	91.60	90.27	90.57	91.18	91.50	91.52	90.19	90.40	89.83	92.70
90	372	64	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	90.69	90.29	90.57	89.77	93.24	89.25	90.88	88.29	89.68	91.49	88.37	90.05	90.16	90.23	88.43	91.53	89.69	89.11	89.83	91.79	91.89	91.18	90.63	90.13	89.45	87.64
91	372	64	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	92.23	91.14	91.29	90.62	91.69	89.23	87.40	89.04	91.85	90.35	89.88	90.72	91.73	89.50	90.41	92.55	91.34	91.56	88.92	91.30	88.85	89.88	89.51	91.53	90.20	92.53
120	372	64	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	89.89	91.71	90.59	88.86	89.08	89.28	90.03	90.64	89.38	88.43	90.11	87.23	89.41	88.01	88.47	87.56	89.95	88.06	89.41	89.33	87.69	91.15	91.26	86.59	91.63	89.21
121	372	64	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	91.45	88.52	91.05	91.08	89.81	91.87	89.01	90.32	89.46	88.64	90.22	92.49	92.04	91.70	87.82	91.92	91.60	87.58	90.14	90.72	90.19	91.28	89.89	90.93	90.88	91.71
122	372	64	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.26	87.88	91.37	90.38	90.39	90.05	87.17	88.59	91.27	89.92	90.35	87.80	89.27	89.89	91.22	92.67	89.18	90.65	90.03	90.34	90.74	91.22	90.72	90.77	89.84	89.89
123	372	64	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	91.24	93.35	89.99	92.45	89.55	92.02	91.19	91.21	89.76	90.23	88.03	88.77	93.53	91.61	88.94	91.88	91.88	93.27	89.78	91.03	91.26	90.49	92.10	90.58	90.52	88.66
152	372	64	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	91.22	91.12	91.00	88.74	90.03	90.18	89.64	92.57	90.77	90.58	91.49	91.85	91.35	90.22	89.71	92.99	91.75	92.16	90.62	90.00	89.85	90.52	87.72	89.75	92.38	91.55
153	372	64	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	93.03	92.42	90.70	91.59	92.33	91.24	89.58	90.93	94.25	90.74	90.14	91.13	93.02	91.50	89.77	89.73	92.86	90.55	93.39	92.55	91.09	91.52	91.50	90.75	88.19	89.69
154	372	64	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	91.07	91.76	92.95	89.70	91.81	89.13	93.01	90.87	91.99	90.88	91.24	88.97	91.53	91.77	88.83	90.46	91.10	89.10	91.17	91.87	91.29	92.06	92.63	91.54	91.56	89.92
155	372	64	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	90.85	92.57	89.75	89.86	89.35	92.07	89.85	91.28	90.18	88.65	90.57	88.67	89.62	92.55	90.67	89.92	89.82	90.54	87.09	89.64	89.81	87.83	91.14	88.82	89.71	89.61
184	372	64	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	90.03	90.85	92.05	91.69	89.56	89.99	91.10	90.02	90.52	90.86	92.33	90.90	93.30	91.60	88.35	91.79	90.02	88.21	91.47	88.75	90.42	90.40	92.58	92.22	90.48	90.62
185	372	64	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	90.76	92.67	94.77	90.90	92.25	92.43	92.60	89.33	88.55	90.61	89.15	92.62	92.90	90.46	91.86	93.46	92.44	91.67	90.49	91.10	90.19	90.74	93.19	88.96	89.70	89.92
186	372	64	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	90.33	89.62	93.22	91.24	90.61	90.49	92.59	90.44	89.79	92.29	92.37	91.38	92.35	91.28	89.28	90.68	91.28	92.39	90.97	90.28	90.84	90.11	91.36	91.26	88.90	89.35
187	372	64	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	93.01	91.38	92.12	92.43	90.90	90.30	91.57	91.53	90.40	89.81	91.45	91.50	92.34	89.73	89.37	91.53	91.02	90.86	91.18	90.28	91.97	88.96	91.73	89.03	88.58	91.15
216	372	64	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	90.24	91.26	90.18	89.01	88.41	87.88	89.53	90.78	89.82	92.17	92.03	90.29	89.25	91.58	89.92	91.00	91.30	88.66	89.05	91.64	89.76	90.19	93.15	90.94	91.61	89.57
217	372	64	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	91.77	90.66	91.65	90.75	89.95	90.47	89.15	93.96	91.02	90.45	90.64	91.50	90.23	91.95	91.75	91.21	88.08	90.30	91.50	90.54	91.31	91.32	91.98	90.34	90.16	90.07
218	372	64	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	91.76	89.65	90.78	89.82	92.67	90.04	92.00	88.88	92.95	88.18	91.26	89.27	91.72	90.40	89.56	88.23	91.78	90.42	91.20	90.28	89.36	89.59	91.67	89.20	91.21	91.89
219	372	64	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	89.86	92.38	89.68	89.36	92.81	90.93	90.04	90.90	91.05	90.62	87.53	90.69	91.72	90.20	90.08	90.68	90.56	89.17	92.78	92.70	91.24	91.07	90.98	89.63	90.89	91.31
248	372	64	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	88.28	91.05	92.50	90.37	91.60	90.49	88.56	91.49	90.81	92.23	90.24	89.96	89.87	90.41	91.07	91.39	89.77	91.16	91.09	91.35	88.91	90.87	90.42	89.66	88.82	91.35
249	372	64	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	92.28	91.40	92.74	90.07	93.06	90.94	92.50	92.03	90.65	88.60	90.64	88.30	93.56	90.81	90.95	90.68	91.75	92.51	94.58	89.28	89.74	91.65	90.69	91.44	91.52	90.38
250	372	64	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	90.48	92.48	92.13	90.93	90.38	89.43	89.40	90.89	92.17	91.09	92.27	89.45	90.96	92.07	91.43	92.30	91.08	91.48	90.26	90.60	93.00	91.67	92.75	89.86	89.63	90.70
251	372	64	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	92.06	90.57	91.48	87.94	90.75	91.60	90.32	91.76	91.72	89.64	90.58	91.27	91.72	90.24	90.86	91.26	89.88	91.39	91.29	90.33	89.68	90.03	90.33	88.22	88.86	91.20
280	372	64	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	89.27	90.85	92.13	91.58	92.31	90.87	92.50	91.21	91.70	90.65	92.15	92.43	91.50	89.25	88.97	91.44	91.04	91.99	90.28	92.34	91.15	88.23	92.48	87.55	91.54	88.10
281	372	64	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	89.78	91.46	91.47	90.43	92.71	90.67	87.14	92.07	91.59	91.21	89.58	89.00	90.29	91.40	91.51	91.12	90.52	92.47	92.63	93.26	90.78	89.76	91.63	89.73	89.84	90.32
282	372	64	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	92.59	91.93	93.30	91.87	91.48	90.74	89.82	91.31	91.51	89.65	92.16	90.02	91.25	90.35	90.62	92.83	90.96	91.17	91.38	91.15	91.30	89.08	89.31	87.46	89.79	88.64
283	372	64	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	90.93	91.47	90.00	91.59	91.98	91.13	89.94	91.87	93.24	90.52	92.99	91.21	91.31	89.20	88.27	93.01	93.57	92.03	90.77	92.82	90.33	88.43	90.43	90.97	88.24	91.05
312	372	64	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	90.62	88.73	92.19	92.20	89.95	88.25	88.20	88.54	86.71	90.48	91.81	90.13	92.19	90.64	88.97	92.02	91.67	88.70	93.74	93.27	91.53	90.08	89.02	89.11	90.23	89.36
313	372	64	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	89.97	89.56	92.68	90.66	91.09	90.81	88.81	90.99	86.94	89.38	89.95	88.83	92.31	88.97	90.62	91.37	93.01	88.58	91.54	89.98	90.28	92.51	89.54	89.78	89.58	89.55
314	372	64	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	90.43	90.05	90.75	86.82	87.34	91.05	88.66	89.46	91.70	89.46	90.62	88.89	92.33	89.53	88.03	89.08	90.59	88.64	89.23	90.05	89.57	90.81	92.19	89.44	88.20	90.34
315	372	64	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	91.86	90.98	92.04	91.45	91.62	90.62	92.23	92.51	90.97	91.89	91.79	89.88	90.80	91.09	91.33	89.85	92.02	90.41	92.86	89.51	89.89	91.31	90.59	91.60	89.76	90.99
344	372	64	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	90.61	84.69	90.63	87.17	90.59	89.63	89.16	87.66	88.49	92.74	90.78	90.23	90.20	89.16	86.70	90.55	91.01	91.88	92.06	93.06	89.35	90.08	90.31	86.79	88.70	88.09
345	372	64	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	90.53	91.10	91.99	92.98	90.16	90.66	90.76	90.46	90.68	89.05	90.70	92.43	91.32	90.51	90.16	91.42	92.79	89.95	91.06	92.50	90.77	90.49	89.16	89.80	91.79	91.45
346	372	64	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	90.69	90.23	91.01	92.45	92.01	91.25	90.98	89.97	92.19	91.12	90.71	89.64	93.24	90.18	90.40	89.76	91.18	90.89	91.51	88.95	90.31	90.04	85.62	92.50	90.52	89.54
347	372	64	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	92.31	90.30	89.95	89.46	91.64	87.94	89.07	89.10	89.36	88.08	92.61	89.30	90.60	91.36	92.69	92.66	90.30	91.61	90.20	90.88	91.06	89.53	91.76	89.43	88.84	89.65
376	372	64	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	90.84	88.96	91.45	89.60	87.40	90.26	88.02	91.52	91.87	93.67	90.56	90.55	88.21	90.75	91.33	89.77	90.61	91.45	91.62	87.68	90.18	89.34	90.44	89.61	91.64	91.69
377	372	64	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	90.83	91.24	92.05	88.18	91.25	89.35	91.81	87.88	91.74	91.59	91.54	90.51	91.97	88.88	90.00	92.54	91.10	92.53	90.81	91.71	90.31	91.06	91.81	88.52	90.59	89.47
378	372	64	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	93.03	91.03	93.39	92.08	89.13	90.08	88.86	89.28	93.69	90.53	90.51	90.88	91.01	91.66	92.39	91.36	88.61	93.42	90.22	93.08	91.37	87.74	90.35	89.72	91.04	91.37
379	372	64	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.75	92.10	91.44	91.82	91.05	89.62	91.09	91.39	92.37	89.47	90.26	91.52	91.82	91.65	90.58	90.31	91.63	89.28	92.41	93.04	92.39	90.91	91.64	89.59	92.18	92.14
408	372	64	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	92.08	91.54	91.26	88.57	91.06	88.84	89.02	88.09	91.08	24.42	89.40	88.42	87.78	90.65	89.72	89.02	90.95	90.62	24.42	88.51	90.27	90.08	91.19	92.03	88.48	89.29
409	372	64	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	91.45	92.24	91.23	89.93	91.77	88.54	91.12	89.47	89.43	88.40	88.51	90.40	90.30	91.32	90.78	92.90	91.43	88.97	89.55	91.75	90.13	90.56	90.09	90.25	91.75	90.33
410	372	64	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	90.32	89.01	89.32	89.45	87.24	88.54	86.62	90.35	90.08	86.72	88.26	91.26	89.02	87.61	87.32	89.19	92.46	86.01	89.73	90.27	90.81	90.75	90.35	86.54	89.34	85.68
411	372	64	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	90.50	90.73	90.50	92.22	90.22	89.55	90.94	90.40	91.25	89.36	90.33	89.84	90.71	92.96	89.94	90.39	92.52	88.22	90.43	91.67	92.39	88.94	92.91	91.60	88.79	91.40
440	372	64	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	92.07	93.30	91.96	87.86	90.76	90.28	89.73	92.52	88.94	90.85	89.81	89.63	91.08	91.27	88.29	90.99	90.32	88.60	91.34	91.95	90.11	90.61	91.99	89.72	89.15	91.45
441	372	64	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	93.82	89.01	88.74	92.55	90.25	91.49	91.48	90.10	89.27	88.82	92.91	91.82	89.37	90.79	92.75	91.12	89.39	90.77	93.24	93.08	88.38	90.05	88.02	90.41	88.61	90.56
442	372	64	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	91.55	91.31	93.00	89.51	91.98	88.32	89.75	91.29	90.63	90.70	91.18	89.46	93.30	91.14	90.13	91.70	90.27	90.19	91.08	91.08	91.05	90.81	90.69	91.06	91.53	90.57
443	372	64	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	91.36	91.21	92.08	91.17	92.16	91.05	91.83	90.06	92.04	90.09	90.71	91.22	91.44	93.23	90.40	91.21	90.25	89.57	92.04	92.41	92.22	89.66	91.44	90.72	89.88	90.29
472	372	64	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	90.30	91.48	91.70	91.32	88.86	87.89	91.56	90.90	89.76	90.30	92.51	91.68	89.86	91.87	88.12	92.93	91.59	93.53	92.50	91.14	88.59	89.87	91.73	90.10	89.88	89.39
473	372	64	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	91.85	93.80	91.54	91.99	92.49	92.10	91.43	91.69	93.10	93.06	89.55	89.73	90.90	92.11	90.02	92.76	90.99	91.93	90.56	90.13	93.11	90.99	92.50	92.09	91.95	87.69
474	372	64	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	92.39	92.53	92.63	91.90	92.99	91.40	90.32	90.01	90.88	90.75	91.84	90.57	92.61	90.79	90.08	92.15	92.26	91.40	91.59	91.28	90.32	88.88	91.70	89.14	89.12	90.20
475	372	64	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	90.94	90.47	92.97	91.00	91.80	90.87	89.89	88.29	90.27	91.30	91.18	90.51	91.98	88.48	89.49	90.58	92.91	92.02	92.16	92.01	89.52	91.43	89.40	89.81	89.54	91.92
504	372	64	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	85.92	90.58	90.69	89.58	89.57	88.95	88.63	88.35	86.68	87.59	91.24	87.96	90.03	89.05	87.77	90.75	90.08	85.14	91.43	87.41	90.33	90.12	92.79	89.64	88.65	88.58
505	372	64	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	91.44	89.63	91.26	91.20	90.26	87.87	92.31	90.73	90.97	92.25	92.56	89.29	90.78	89.59	88.82	91.35	90.21	92.47	91.62	90.67	91.49	89.96	93.35	90.45	91.72	91.62
506	372	64	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	91.41	90.42	88.60	88.51	89.53	91.70	86.61	86.14	89.29	88.70	90.86	89.02	89.64	90.28	90.37	86.97	89.81	89.15	91.71	92.04	89.76	87.88	92.84	89.64	89.84	90.15
507	372	64	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	90.31	89.85	89.82	88.60	91.31	88.99	87.37	89.47	91.61	88.34	90.26	88.06	91.63	88.88	89.58	90.96	88.60	89.12	93.55	90.53	91.60	92.28	87.58	89.21	87.57	88.22
536	372	64	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	90.98	92.54	91.79	91.85	92.43	90.70	93.27	91.51	91.80	91.06	92.66	89.82	91.19	91.60	87.36	92.47	87.65	90.86	92.09	90.80	92.51	87.39	91.08	90.74	88.64	89.04
537	372	64	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	89.89	91.42	90.98	92.34	90.27	89.85	85.41	92.29	91.15	89.67	93.97	90.65	92.52	91.52	92.01	89.47	91.85	91.56	91.59	91.43	91.67	90.83	92.24	89.66	92.92	88.94
538	372	64	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	93.55	93.12	91.74	87.97	88.41	90.54	91.80	90.35	89.08	91.32	89.72	89.56	91.04	91.00	89.23	88.59	90.02	91.30	91.50	90.84	91.27	90.19	89.12	90.10	91.07	90.30
539	372	64	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	95.03	91.55	92.57	88.68	91.08	90.57	90.93	90.77	91.37	91.50	94.39	91.99	91.61	92.35	90.64	92.26	93.93	91.88	91.67	91.34	93.01	90.58	91.79	91.09	92.60	90.73
568	372	64	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.35	91.10	91.87	92.98	93.44	90.39	93.03	90.03	91.03	91.39	90.31	90.35	91.96	92.41	89.18	92.05	91.72	90.85	90.32	90.75	91.65	90.71	90.55	89.79	89.75	91.29
569	372	64	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	91.45	89.65	92.33	88.82	90.62	91.20	92.25	91.27	90.14	91.70	90.20	90.05	88.78	89.81	88.40	88.98	92.33	92.43	90.89	91.43	89.37	89.82	91.25	88.51	89.12	88.66
570	372	64	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	93.06	92.79	93.49	90.40	91.95	89.18	92.17	92.40	90.94	88.97	92.67	90.30	91.51	91.62	91.15	91.07	91.31	91.79	88.79	91.53	92.94	90.29	92.28	90.30	90.28	92.10
571	372	64	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	92.46	89.93	93.83	92.48	90.54	90.52	92.83	92.03	89.59	90.29	90.79	91.14	91.82	90.36	91.85	92.17	92.16	91.16	90.19	90.01	92.76	90.05	90.66	91.66	91.19	89.75
600	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.79	88.18	90.53	89.61	90.23	90.50	89.68	90.46	89.08	89.58	91.28	88.88	89.06	92.27	89.26	91.17	89.13	89.85	92.30	90.36	91.54	89.22	90.40	87.38	92.06	88.02
601	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	92.03	92.17	87.72	90.11	90.07	90.43	90.10	90.74	90.32	87.72	90.04	90.22	91.03	90.30	90.54	89.21	88.84	88.37	91.70	89.30	90.01	90.06	90.26	89.96	91.55	87.53
602	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.05	90.46	87.91	88.29	89.33	90.01	89.31	87.78	90.01	89.48	90.70	90.16	88.28	91.21	88.24	89.54	89.78	88.41	90.33	88.37	87.38	87.83	89.61	89.30	89.37	88.18
603	372	64	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	90.57	89.80	90.97	88.95	88.76	90.25	89.09	88.80	89.67	88.87	90.65	86.43	90.31	89.42	90.12	89.69	90.28	89.43	90.97	88.72	91.27	88.73	90.54	88.88	90.68	88.24
632	372	64	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	91.84	89.87	91.76	90.31	90.10	88.43	90.36	88.39	91.78	90.38	91.90	91.06	90.75	89.91	90.65	90.86	89.54	90.11	89.77	91.54	87.89	89.27	90.26	89.34	87.25	90.81
633	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.57	90.14	92.00	91.44	93.55	91.08	90.86	89.34	90.09	90.05	90.29	90.84	90.28	89.64	89.80	90.58	91.19	90.96	91.33	90.65	90.85	89.81	91.80	89.30	90.68	91.25
634	372	64	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	91.58	90.59	91.36	89.98	91.06	84.18	91.58	89.70	88.72	88.61	91.44	90.50	88.49	92.03	89.36	90.76	91.10	89.21	93.48	91.60	91.85	87.94	93.21	90.76	89.79	89.95
635	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.94	90.98	92.29	90.48	89.16	93.31	89.18	90.99	90.66	90.36	94.02	90.30	88.68	90.83	89.56	90.00	91.67	89.80	93.76	89.62	90.70	89.70	92.72	91.01	91.03	90.78
664	372	64	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.84	91.31	91.08	88.30	90.40	90.72	92.02	91.40	89.43	91.62	93.47	90.81	91.39	89.61	91.32	91.28	90.54	89.06	92.26	89.96	90.39	90.93	92.81	88.73	91.24	90.39
665	372	64	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.51	89.89	90.87	90.92	91.56	90.76	89.90	90.11	91.56	90.07	89.07	90.71	90.95	90.35	90.27	89.35	91.01	91.34	91.36	91.70	91.45	89.76	90.74	91.25	91.40	89.50
666	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.41	92.29	92.40	90.62	90.03	92.03	91.96	88.84	89.87	90.85	90.92	90.03	90.43	90.29	91.67	91.55	91.55	89.47	90.58	91.81	90.24	90.99	91.71	88.83	89.74	90.19
667	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	92.05	91.04	90.79	91.79	90.23	89.92	90.43	91.14	90.91	89.38	91.91	91.54	92.60	90.58	89.55	88.67	90.57	91.59	90.85	91.52	89.25	89.68	91.19	90.51	90.15	93.27
696	372	64	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	90.16	89.15	90.46	87.90	90.05	88.58	90.46	89.42	90.85	88.83	90.83	89.74	90.39	91.79	89.92	90.05	91.01	88.52	91.42	91.49	91.05	89.44	90.27	88.35	92.26	90.37
697	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.08	87.46	89.40	90.30	90.91	89.57	88.66	89.12	89.40	88.46	89.29	88.43	90.44	91.99	89.06	90.65	89.73	90.60	93.01	88.96	91.19	88.80	92.68	91.35	89.55	88.89
698	372	64	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.85	91.77	90.48	88.60	88.66	91.26	89.84	89.90	89.14	89.87	91.48	89.63	91.00	91.61	90.21	91.34	91.07	90.56	88.99	91.26	89.05	89.45	91.37	90.03	87.32	89.62
699	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.28	90.79	89.06	88.43	90.13	89.12	89.12	90.53	89.89	89.21	92.78	90.96	89.12	90.11	88.71	90.11	89.80	88.83	92.52	89.97	87.28	89.69	90.81	89.78	91.11	90.32
728	372	64	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.85	91.11	91.12	89.56	91.05	90.31	89.12	90.13	90.92	92.02	90.55	93.08	89.84	92.49	91.82	90.18	89.95	90.39	92.24	88.09	89.14	90.14	89.18	89.13	91.80	90.74
729	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.97	91.04	91.50	91.12	91.79	92.00	92.33	90.55	90.40	87.59	91.74	92.39	92.22	91.23	89.84	91.71	92.06	91.21	91.67	91.34	91.52	90.46	92.05	90.86	91.13	87.72
730	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.82	91.57	93.03	91.03	90.73	90.82	91.65	90.97	92.04	90.03	92.33	92.62	90.25	91.50	90.61	91.17	89.94	90.92	91.51	90.52	92.24	89.41	91.28	91.61	91.07	88.94
731	372	64	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.25	91.21	92.31	91.48	92.06	90.10	87.30	89.34	89.31	90.21	91.33	90.02	87.65	89.82	89.64	89.48	90.55	91.30	92.27	89.87	90.31	89.84	91.74	90.70	90.99	89.65
760	372	64	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	91.25	90.04	89.84	91.04	90.87	90.41	91.79	91.86	91.31	91.82	90.76	91.40	91.96	91.42	90.31	91.24	90.38	89.63	91.16	91.65	89.95	90.06	93.13	91.24	89.80	92.60
761	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.01	91.50	90.34	92.95	92.22	91.20	91.39	91.07	91.78	90.28	93.90	88.17	90.83	91.00	91.35	90.60	91.09	89.39	92.75	91.59	91.36	90.71	93.59	92.72	91.80	90.24
762	372	64	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	90.78	92.14	91.35	92.04	91.94	91.20	90.91	89.82	91.83	89.45	91.89	92.99	89.00	92.05	90.11	90.83	89.92	90.32	90.88	90.78	88.73	90.11	91.88	92.44	89.35	91.47
763	372	64	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.77	90.81	90.61	90.52	90.25	91.48	90.36	90.42	91.84	90.55	92.36	90.03	90.51	91.04	90.21	92.04	92.21	90.80	92.21	91.31	90.99	91.87	92.48	90.03	90.60	89.46
792	372	64	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	88.86	88.57	89.93	87.56	89.27	88.51	89.19	89.89	87.03	88.88	88.18	91.31	88.81	89.60	88.98	89.67	89.83	88.82	89.11	88.64	89.04	87.58	90.91	90.67	91.25	90.17
793	372	64	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.70	89.26	90.08	89.68	90.04	88.40	89.06	86.86	89.59	89.31	90.90	90.35	89.19	88.04	87.66	87.42	88.94	89.52	90.65	90.24	89.68	89.16	91.80	87.11	88.06	86.94
794	372	64	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.81	90.82	90.76	88.44	88.63	89.34	88.48	88.14	89.58	87.92	91.13	87.40	90.49	89.56	88.36	89.62	90.04	90.70	89.45	88.82	90.71	88.04	89.13	88.67	89.52	87.03
795	372	64	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	91.09	88.02	89.24	87.85	85.81	87.83	89.63	89.67	89.02	90.80	91.78	88.23	89.04	87.57	88.21	89.63	89.74	90.81	90.36	89.70	89.59	88.32	89.80	89.45	89.01	89.50
824	372	64	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	91.28	89.85	90.80	88.90	89.42	89.73	91.45	89.11	89.43	90.80	89.56	88.45	90.61	91.74	88.95	90.18	91.04	92.82	92.27	89.46	92.59	87.34	93.64	90.07	90.65	88.86
825	372	64	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	90.43	90.84	89.49	88.54	90.65	91.07	89.99	92.21	90.52	90.84	88.95	89.90	90.54	91.56	90.76	90.43	91.31	91.09	94.20	89.24	90.65	90.09	92.18	89.53	92.26	92.20
826	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.31	92.55	91.57	87.59	91.51	91.97	91.41	89.33	91.28	88.89	92.46	90.21	89.98	90.65	90.30	91.42	93.02	92.31	91.27	90.85	90.00	90.03	93.29	87.82	92.31	89.28
827	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	91.51	87.93	88.51	91.47	91.12	89.39	91.42	90.58	91.36	90.13	91.83	90.58	90.42	91.96	90.57	91.49	89.49	90.82	91.86	91.99	91.79	90.52	92.53	90.41	90.32	90.75
856	372	64	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.11	90.17	93.31	91.09	91.59	88.67	90.46	89.71	90.20	89.34	91.93	89.69	90.06	91.43	90.87	90.17	88.72	90.64	91.06	91.37	89.39	91.00	93.07	89.79	90.42	90.65
857	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	92.24	92.15	91.36	90.49	91.38	90.50	89.45	90.26	90.58	89.73	91.75	91.37	90.21	91.28	89.93	90.63	91.77	91.20	91.22	91.53	91.24	87.30	91.04	91.01	91.40	92.77
858	372	64	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	91.99	90.73	90.07	90.19	92.09	90.33	90.68	90.81	91.54	88.57	92.28	91.23	89.84	90.91	89.00	90.38	90.52	90.58	91.06	91.77	91.81	90.22	91.32	91.73	87.85	90.09
859	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	91.50	91.41	90.29	92.04	92.25	92.71	92.26	90.35	89.03	92.42	91.96	90.75	90.55	92.03	90.31	91.50	93.06	89.96	91.42	88.42	89.59	90.15	92.77	89.43	90.46	90.82
888	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.63	90.09	90.55	88.50	90.04	88.82	89.32	87.81	88.34	89.19	89.87	89.53	90.96	89.68	90.03	90.32	90.88	90.53	92.03	88.52	90.69	87.24	90.47	89.31	90.42	89.56
889	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.69	89.10	89.77	90.08	87.81	90.79	89.00	89.65	89.23	91.03	90.49	88.87	89.45	90.04	90.26	90.22	91.99	87.85	89.74	89.44	89.64	88.97	90.60	89.77	90.87	88.67
890	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.92	90.96	89.88	89.88	88.36	88.52	88.56	87.81	87.92	91.00	91.21	87.75	87.17	90.39	89.30	91.07	89.00	89.40	89.63	90.53	90.02	87.96	92.55	87.70	89.72	87.63
891	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.76	89.69	87.81	89.43	90.02	87.83	89.72	90.24	88.90	88.81	88.90	88.26	87.03	89.74	88.69	90.55	91.60	91.06	91.09	89.82	88.97	88.52	89.87	89.24	90.47	87.07
920	372	64	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	90.24	90.49	89.02	88.27	90.46	91.25	88.52	89.74	90.47	90.72	91.89	89.42	89.03	91.08	90.45	90.17	91.60	92.27	91.81	91.94	91.41	88.27	93.45	88.66	90.92	89.62
921	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.94	90.69	90.92	91.06	90.79	91.75	90.51	92.58	89.58	87.43	92.36	90.27	90.04	90.55	90.24	91.29	91.19	89.94	90.64	90.92	90.35	90.87	94.18	90.40	89.27	88.86
922	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.82	88.37	91.74	91.05	90.83	91.28	90.07	88.13	90.01	90.75	91.63	89.58	90.43	90.81	89.35	88.23	89.35	89.91	92.37	91.55	90.09	90.48	90.31	91.80	89.77	89.75
923	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.81	89.48	91.75	90.37	91.14	90.04	88.82	88.86	89.65	90.41	90.98	85.55	90.80	90.57	90.55	90.37	89.83	90.33	92.31	90.73	89.19	89.87	92.51	90.87	90.33	91.64
952	372	64	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	93.02	91.84	91.06	91.03	90.81	90.10	89.87	90.64	90.06	90.89	92.52	91.91	90.30	91.76	89.83	91.98	89.69	90.09	90.88	90.71	90.31	91.37	92.31	90.27	91.35	89.78
953	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	89.42	92.29	91.05	91.17	91.14	92.02	89.90	89.19	91.29	92.20	91.42	90.31	88.78	88.85	88.20	90.22	91.38	90.68	90.09	92.53	90.11	89.29	92.83	88.71	93.02	90.81
954	372	64	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.03	91.64	93.48	91.29	92.35	90.79	90.55	90.70	91.36	90.03	91.80	89.42	90.82	91.29	90.05	93.05	89.65	90.62	91.23	90.57	89.83	91.09	91.77	90.42	91.44	91.68
955	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.09	91.78	92.13	90.43	91.35	90.93	89.89	90.52	89.45	89.87	90.51	90.46	90.95	89.38	90.95	89.23	90.52	90.05	92.80	91.44	89.80	90.45	92.40	91.13	90.91	89.37
984	372	64	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.31	90.23	89.78	91.56	90.17	92.53	89.00	88.22	90.58	89.35	92.03	88.79	89.12	89.40	88.57	91.24	90.93	90.51	91.50	89.43	89.00	88.83	91.70	91.13	88.96	88.18
985	372	64	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	89.84	90.85	91.07	89.56	90.66	89.73	89.65	89.58	89.76	89.31	91.55	87.44	90.27	91.85	88.99	89.77	90.08	91.29	89.14	89.24	92.09	88.82	90.76	90.30	91.54	89.88
986	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.82	89.33	91.83	92.50	90.34	90.59	89.28	89.65	91.37	89.11	90.64	89.08	91.00	90.77	90.08	89.30	88.72	89.75	91.54	89.64	90.71	90.76	92.58	92.22	91.48	91.12
987	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.88	89.06	89.10	89.56	88.47	89.32	89.37	86.40	90.78	89.70	90.81	88.43	88.75	89.59	88.96	88.63	89.80	91.26	90.89	89.06	88.16	90.72	90.37	90.09	90.58	87.86
1016	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	91.70	89.09	91.18	89.69	91.51	91.54	90.48	91.14	90.21	89.44	91.55	91.30	89.21	90.39	90.09	90.31	90.44	91.70	90.78	90.56	92.79	89.31	91.89	91.58	90.33	92.56
1017	372	64	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	90.38	89.37	90.18	90.83	89.44	90.46	90.81	89.98	90.21	91.30	90.52	89.17	91.23	90.16	89.45	90.84	90.83	89.08	88.84	86.05	89.95	89.37	92.16	89.17	91.20	91.81
1018	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.41	89.90	92.08	89.53	89.36	89.56	89.88	90.58	90.13	89.40	90.76	90.01	90.85	89.38	90.51	89.64	91.62	91.33	92.53	89.10	91.32	90.29	90.55	90.33	90.06	90.99
1019	372	64	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.05	89.77	91.16	90.06	90.00	87.71	89.02	90.00	91.19	91.87	89.62	91.58	91.35	88.33	91.00	90.77	90.59	91.28	91.62	91.55	90.71	89.82	92.29	91.89	92.80	91.55
1048	372	64	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	89.54	90.12	91.00	90.74	91.41	91.49	90.83	90.04	89.68	90.68	91.97	90.21	91.40	92.60	91.07	92.04	91.97	90.68	92.76	90.50	87.37	91.24	93.79	90.66	91.23	90.22
1049	372	64	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	92.97	91.00	90.40	89.80	90.10	89.54	89.90	89.42	89.83	88.92	90.39	90.58	89.76	91.31	90.89	90.83	90.02	90.27	92.19	91.59	91.33	89.84	91.88	89.75	91.64	90.28
1050	372	64	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	89.29	90.01	90.76	89.43	92.19	91.30	91.54	90.97	92.04	90.14	91.57	91.54	89.89	93.02	88.91	90.62	91.31	90.05	92.52	90.10	90.64	89.99	92.68	87.34	93.61	91.37
1051	372	64	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	92.30	90.80	93.22	91.15	90.34	93.23	90.78	90.80	89.49	92.33	91.07	87.89	89.96	91.35	91.31	90.69	90.52	89.66	91.65	91.01	92.30	89.55	92.73	90.39	91.04	90.27
1080	372	64	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	90.10	90.51	87.65	89.36	87.70	89.76	88.83	87.48	88.92	88.30	90.69	86.42	88.39	89.31	89.65	89.05	88.83	86.75	89.95	86.47	89.20	89.20	88.01	90.83	89.29	89.61
1081	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.30	90.57	91.03	90.13	90.62	86.93	89.48	88.77	90.39	89.02	89.10	87.80	88.91	89.20	88.85	89.63	90.54	89.20	92.04	91.07	89.59	89.89	92.83	90.03	90.82	88.78
1082	372	64	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.76	89.91	92.41	91.15	89.65	88.56	89.98	89.84	91.68	91.41	89.07	90.17	90.89	90.97	85.99	90.64	88.46	89.17	89.36	90.03	87.84	87.92	91.78	87.27	89.49	86.20
1083	372	64	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	89.73	89.62	88.50	89.33	91.53	91.01	91.79	91.06	89.82	89.22	89.38	88.46	90.28	88.37	88.91	89.27	90.00	89.43	90.04	89.15	91.05	89.50	93.39	90.76	91.01	88.26
1112	372	64	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	91.51	92.47	92.16	90.59	91.54	90.74	90.58	89.48	91.06	89.33	89.35	90.91	89.59	91.29	90.88	90.80	93.52	90.88	92.91	89.87	90.78	90.96	92.79	91.08	88.26	90.04
1113	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.18	90.88	92.38	91.31	91.80	91.01	90.93	90.28	91.28	89.88	89.81	89.31	91.70	90.50	90.25	91.78	92.33	90.73	90.92	90.76	89.82	90.20	90.70	90.11	91.38	90.55
1114	372	64	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	90.77	91.23	90.07	89.24	90.83	91.44	90.04	87.61	89.65	90.87	92.04	86.44	89.73	92.10	90.28	89.66	90.13	89.37	92.54	90.82	91.00	89.81	91.54	91.91	88.58	90.40
1115	372	64	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	91.37	90.78	92.39	89.06	89.99	90.18	89.90	89.91	89.27	91.28	91.27	89.05	91.29	90.39	87.92	89.13	91.61	90.83	91.27	90.16	91.47	89.32	92.18	91.21	90.85	90.25
1144	372	64	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	90.77	91.60	91.42	91.07	90.05	90.35	90.86	90.83	90.61	88.83	91.77	90.78	90.71	90.60	90.02	91.51	91.83	89.64	91.32	90.70	89.72	88.81	91.27	91.49	93.46	89.91
1145	372	64	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	91.98	91.73	93.64	90.94	89.63	92.47	89.50	90.62	88.80	92.04	92.51	90.42	91.66	91.27	91.57	92.07	91.35	91.06	89.64	91.10	91.09	90.57	90.78	90.81	93.47	89.19
1146	372	64	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	90.49	90.42	93.03	90.78	91.60	91.79	87.97	89.44	88.42	89.91	91.13	90.80	89.25	89.82	88.93	91.42	91.15	89.54	92.76	90.96	91.89	90.01	93.76	89.29	90.00	90.29
1147	372	64	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	93.07	91.39	89.37	90.71	91.73	90.57	89.84	91.29	91.10	89.69	92.60	90.62	90.09	90.41	89.03	90.61	92.43	90.87	90.77	91.87	89.24	91.05	91.81	92.56	90.76	89.43

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
955	88.23	89.82	88.54	89.58	88.32	89.10	88.30	88.26	89.01	88.77	89.53	88.31	89.84	89.37	88.56	89.21	88.90	89.26	90.46	89.44	86.91	87.02	90.05	87.11	88.06	87.30	88.740769
987	90.29	88.74	88.88	88.51	88.48	88.94	88.24	87.56	88.86	88.11	90.01	90.22	87.73	88.80	88.46	89.14	87.70	89.67	88.67	91.23	86.31	90.05	88.71	87.60	89.08	85.53	88.673846
761	89.22	89.10	88.39	88.91	88.99	88.68	87.14	89.45	88.46	88.10	88.22	89.61	88.11	88.64	88.83	89.12	88.87	89.98	88.88	89.26	86.93	87.22	88.71	89.00	88.12	88.23	88.621923
986	88.05	88.17	88.69	89.04	89.10	90.25	89.48	88.52	88.21	86.75	89.85	88.45	88.68	88.21	88.53	88.50	87.93	88.00	89.51	89.94	88.84	86.63	88.43	89.54	88.00	88.33	88.601154
730	87.81	89.75	89.43	87.47	88.19	89.96	89.37	89.05	87.38	89.29	89.95	89.16	88.50	87.40	87.25	89.22	86.51	88.00	89.02	90.21	87.92	86.89	88.82	88.98	88.60	88.54	88.564231
729	87.72	88.23	88.43	88.92	88.79	89.93	88.47	89.80	88.72	88.07	89.29	88.40	88.72	89.08	89.14	88.89	87.79	87.57	89.07	90.41	88.63	87.47	87.98	87.35	88.58	87.03	88.556923
602	88.19	89.46	87.85	87.96	87.90	89.77	87.76	87.86	87.56	87.84	90.70	89.29	90.22	90.14	87.54	90.12	89.19	89.75	88.97	90.44	86.34	88.15	87.32	86.59	87.89	86.68	88.518462
889	86.95	88.75	86.61	90.37	86.14	90.23	88.25	88.99	87.84	87.86	89.59	89.34	87.93	88.32	88.55	88.62	89.80	88.65	88.92	89.06	87.10	86.08	89.94	89.64	89.54	88.30	88.514231
921	87.22	87.60	87.24	88.19	87.85	89.69	88.76	89.94	90.18	86.62	89.63	90.37	88.96	87.96	88.93	88.11	87.89	88.57	89.94	88.91	87.23	87.26	89.02	87.60	87.97	88.89	88.481923
922	89.67	89.00	88.46	88.40	88.51	88.94	88.91	89.29	88.69	87.79	88.74	89.24	88.64	87.82	89.90	88.36	87.51	88.53	89.42	89.27	88.13	88.79	86.62	88.46	86.39	86.98	88.479231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
888	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.64	88.38	88.22	88.88	87.99	89.76	88.58	87.83	88.46	88.14	88.14	89.45	89.23	87.91	89.70	88.63	88.23	88.59	89.83	89.15	87.57	85.78	88.40	87.04	88.69	88.58
889	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	86.95	88.75	86.61	90.37	86.14	90.23	88.25	88.99	87.84	87.86	89.59	89.34	87.93	88.32	88.55	88.62	89.80	88.65	88.92	89.06	87.10	86.08	89.94	89.64	89.54	88.30
890	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.16	87.60	89.03	87.98	87.76	89.70	87.25	88.62	88.19	88.23	89.70	89.33	87.22	88.64	88.74	88.25	88.82	88.18	89.76	89.69	85.68	87.10	90.45	88.25	87.80	87.05
891	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.59	88.57	86.27	89.14	88.19	89.18	88.43	87.74	87.87	87.63	88.90	90.55	88.20	89.02	88.41	88.91	88.86	88.99	88.91	88.69	87.48	87.28	89.35	87.29	89.47	87.45
986	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.05	88.17	88.69	89.04	89.10	90.25	89.48	88.52	88.21	86.75	89.85	88.45	88.68	88.21	88.53	88.50	87.93	88.00	89.51	89.94	88.84	86.63	88.43	89.54	88.00	88.33
987	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	90.29	88.74	88.88	88.51	88.48	88.94	88.24	87.56	88.86	88.11	90.01	90.22	87.73	88.80	88.46	89.14	87.70	89.67	88.67	91.23	86.31	90.05	88.71	87.60	89.08	85.53
1081	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	88.89	88.86	87.76	87.72	87.22	88.02	88.54	88.35	87.91	88.49	89.37	89.23	86.57	87.53	88.58	89.01	89.18	88.24	89.24	89.36	89.08	88.32	88.79	88.51	89.69	86.88
600	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	87.73	88.11	87.78	89.93	87.98	89.72	88.35	87.61	88.41	87.52	89.74	88.43	88.45	87.39	88.55	89.01	88.50	89.52	89.17	89.20	89.10	86.74	87.37	85.64	88.67	86.77
601	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	88.37	88.10	87.00	88.14	88.99	88.27	87.96	89.00	89.44	87.62	89.10	89.70	88.73	88.21	88.45	89.19	87.21	88.94	89.32	88.68	88.15	88.14	88.62	87.57	89.27	88.05
602	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.19	89.46	87.85	87.96	87.90	89.77	87.76	87.86	87.56	87.84	90.70	89.29	90.22	90.14	87.54	90.12	89.19	89.75	88.97	90.44	86.34	88.15	87.32	86.59	87.89	86.68
697	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	87.93	87.50	87.95	87.92	88.15	88.94	88.42	89.18	88.97	87.11	89.54	89.30	89.57	88.52	87.46	89.43	88.53	88.54	89.19	90.36	87.11	86.33	89.23	88.93	86.24	87.52
699	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	87.17	89.84	87.35	87.38	87.39	89.41	88.61	89.03	87.79	89.27	89.50	88.68	88.50	86.87	89.44	88.74	88.72	88.56	89.72	90.33	85.24	88.14	88.34	86.32	88.49	88.26
921	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.22	87.60	87.24	88.19	87.85	89.69	88.76	89.94	90.18	86.62	89.63	90.37	88.96	87.96	88.93	88.11	87.89	88.57	89.94	88.91	87.23	87.26	89.02	87.60	87.97	88.89
922	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.67	89.00	88.46	88.40	88.51	88.94	88.91	89.29	88.69	87.79	88.74	89.24	88.64	87.82	89.90	88.36	87.51	88.53	89.42	89.27	88.13	88.79	86.62	88.46	86.39	86.98
923	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	88.61	88.30	88.72	87.43	89.11	88.08	86.91	88.52	87.80	88.79	89.19	89.24	89.50	88.07	89.74	88.95	88.53	89.80	89.46	88.20	86.96	86.57	89.04	86.95	87.42	88.28
1016	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	87.19	88.25	87.92	88.28	86.93	89.70	87.70	90.25	88.89	86.94	89.07	89.74	87.81	88.85	89.18	88.98	87.83	88.35	88.21	88.69	89.79	87.25	88.69	86.63	88.82	89.42
1018	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	88.93	88.47	88.70	89.00	89.73	89.14	88.38	88.08	87.55	87.43	88.99	90.13	88.69	87.39	88.29	88.63	87.52	88.53	89.08	89.72	85.32	87.01	84.79	85.80	89.93	87.40
1113	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	87.45	88.31	89.06	89.33	87.36	90.38	89.13	88.98	88.29	87.67	89.77	89.19	88.87	86.38	88.63	88.25	89.72	88.48	89.37	88.95	86.05	86.58	89.56	87.02	87.27	87.85
633	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.94	88.43	88.40	89.88	89.35	89.59	89.47	88.20	88.41	86.97	89.23	87.59	88.27	88.06	89.43	87.82	89.44	89.25	89.01	88.55	87.95	85.92	89.78	87.83	85.92	88.94
635	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.57	88.39	87.83	87.74	87.55	90.18	88.22	87.60	89.28	88.74	90.68	88.61	89.41	88.26	89.20	88.16	87.51	88.32	89.27	88.43	86.26	87.30	88.13	89.14	87.70	88.49
729	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	87.72	88.23	88.43	88.92	88.79	89.93	88.47	89.80	88.72	88.07	89.29	88.40	88.72	89.08	89.14	88.89	87.79	87.57	89.07	90.41	88.63	87.47	87.98	87.35	88.58	87.03
730	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.81	89.75	89.43	87.47	88.19	89.96	89.37	89.05	87.38	89.29	89.95	89.16	88.50	87.40	87.25	89.22	86.51	88.00	89.02	90.21	87.92	86.89	88.82	88.98	88.60	88.54
826	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	87.19	88.27	88.65	85.71	86.97	89.67	86.51	89.31	89.28	88.29	89.78	89.40	89.94	88.28	87.48	89.27	87.92	89.85	89.24	88.32	87.20	87.18	87.99	84.08	87.87	85.97
827	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	88.85	88.24	87.73	89.21	89.17	89.08	88.36	88.74	88.69	88.65	89.47	88.66	87.99	87.67	89.27	88.99	88.37	87.83	89.45	88.19	87.76	89.01	88.73	85.96	85.41	88.04
953	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	87.89	89.75	89.39	88.62	87.96	89.10	86.91	86.89	88.57	89.44	89.32	90.20	88.53	88.16	86.47	89.34	89.25	89.65	88.89	89.22	85.30	86.54	88.15	85.76	88.59	87.87
955	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.23	89.82	88.54	89.58	88.32	89.10	88.30	88.26	89.01	88.77	89.53	88.31	89.84	89.37	88.56	89.21	88.90	89.26	90.46	89.44	86.91	87.02	90.05	87.11	88.06	87.30
666	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	88.85	89.50	88.41	88.57	88.69	89.19	87.86	87.36	86.32	87.70	88.48	89.97	88.39	87.86	87.59	89.65	89.82	89.43	87.91	90.19	86.61	87.63	88.44	86.19	87.62	87.07
667	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	87.44	89.95	88.72	88.78	88.15	88.39	87.27	87.55	88.38	87.91	90.32	89.47	90.30	89.08	88.52	87.17	89.35	90.02	89.01	90.21	85.91	87.28	85.72	87.13	87.14	87.46
761	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	89.22	89.10	88.39	88.91	88.99	88.68	87.14	89.45	88.46	88.10	88.22	89.61	88.11	88.64	88.83	89.12	88.87	89.98	88.88	89.26	86.93	87.22	88.71	89.00	88.12	88.23
857	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	88.49	88.86	88.89	88.48	87.38	88.92	88.14	88.47	88.32	87.19	89.73	89.69	90.21	88.83	87.88	89.31	89.02	88.14	88.29	88.75	88.53	85.79	87.11	87.37	86.27	86.25
859	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	86.80	88.26	88.33	88.84	88.31	90.03	88.10	88.56	89.32	87.00	90.24	89.70	89.67	87.79	89.48	89.40	88.94	88.47	88.03	88.88	85.83	85.85	89.52	85.66	86.53	86.69

Size of the All data:  (144, 29)
Size of the Sig data:  (31, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
11	372	64	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.63	90.09	90.55	88.50	90.04	88.82	89.32	87.81	88.34	89.19	89.87	89.53	90.96	89.68	90.03	90.32	90.88	90.53	92.03	88.52	90.69	87.24	90.47	89.31	90.42	89.56
7	372	64	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	90.69	89.10	89.77	90.08	87.81	90.79	89.00	89.65	89.23	91.03	90.49	88.87	89.45	90.04	90.26	90.22	91.99	87.85	89.74	89.44	89.64	88.97	90.60	89.77	90.87	88.67
17	372	64	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	87.92	90.96	89.88	89.88	88.36	88.52	88.56	87.81	87.92	91.00	91.21	87.75	87.17	90.39	89.30	91.07	89.00	89.40	89.63	90.53	90.02	87.96	92.55	87.70	89.72	87.63
13	372	64	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.76	89.69	87.81	89.43	90.02	87.83	89.72	90.24	88.90	88.81	88.90	88.26	87.03	89.74	88.69	90.55	91.60	91.06	91.09	89.82	88.97	88.52	89.87	89.24	90.47	87.07
3	372	64	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	90.82	89.33	91.83	92.50	90.34	90.59	89.28	89.65	91.37	89.11	90.64	89.08	91.00	90.77	90.08	89.30	88.72	89.75	91.54	89.64	90.71	90.76	92.58	92.22	91.48	91.12
1	372	64	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	89.88	89.06	89.10	89.56	88.47	89.32	89.37	86.40	90.78	89.70	90.81	88.43	88.75	89.59	88.96	88.63	89.80	91.26	90.89	89.06	88.16	90.72	90.37	90.09	90.58	87.86
15	372	64	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	90.30	90.57	91.03	90.13	90.62	86.93	89.48	88.77	90.39	89.02	89.10	87.80	88.91	89.20	88.85	89.63	90.54	89.20	92.04	91.07	89.59	89.89	92.83	90.03	90.82	88.78
25	372	64	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	89.79	88.18	90.53	89.61	90.23	90.50	89.68	90.46	89.08	89.58	91.28	88.88	89.06	92.27	89.26	91.17	89.13	89.85	92.30	90.36	91.54	89.22	90.40	87.38	92.06	88.02
10	372	64	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	92.03	92.17	87.72	90.11	90.07	90.43	90.10	90.74	90.32	87.72	90.04	90.22	91.03	90.30	90.54	89.21	88.84	88.37	91.70	89.30	90.01	90.06	90.26	89.96	91.55	87.53
6	372	64	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	90.05	90.46	87.91	88.29	89.33	90.01	89.31	87.78	90.01	89.48	90.70	90.16	88.28	91.21	88.24	89.54	89.78	88.41	90.33	88.37	87.38	87.83	89.61	89.30	89.37	88.18
20	372	64	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	90.08	87.46	89.40	90.30	90.91	89.57	88.66	89.12	89.40	88.46	89.29	88.43	90.44	91.99	89.06	90.65	89.73	90.60	93.01	88.96	91.19	88.80	92.68	91.35	89.55	88.89
22	372	64	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	90.28	90.79	89.06	88.43	90.13	89.12	89.12	90.53	89.89	89.21	92.78	90.96	89.12	90.11	88.71	90.11	89.80	88.83	92.52	89.97	87.28	89.69	90.81	89.78	91.11	90.32
8	372	64	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	91.94	90.69	90.92	91.06	90.79	91.75	90.51	92.58	89.58	87.43	92.36	90.27	90.04	90.55	90.24	91.29	91.19	89.94	90.64	90.92	90.35	90.87	94.18	90.40	89.27	88.86
9	372	64	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	89.82	88.37	91.74	91.05	90.83	91.28	90.07	88.13	90.01	90.75	91.63	89.58	90.43	90.81	89.35	88.23	89.35	89.91	92.37	91.55	90.09	90.48	90.31	91.80	89.77	89.75
18	372	64	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	89.81	89.48	91.75	90.37	91.14	90.04	88.82	88.86	89.65	90.41	90.98	85.55	90.80	90.57	90.55	90.37	89.83	90.33	92.31	90.73	89.19	89.87	92.51	90.87	90.33	91.64
14	372	64	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	91.70	89.09	91.18	89.69	91.51	91.54	90.48	91.14	90.21	89.44	91.55	91.30	89.21	90.39	90.09	90.31	90.44	91.70	90.78	90.56	92.79	89.31	91.89	91.58	90.33	92.56
29	372	64	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	91.41	89.90	92.08	89.53	89.36	89.56	89.88	90.58	90.13	89.40	90.76	90.01	90.85	89.38	90.51	89.64	91.62	91.33	92.53	89.10	91.32	90.29	90.55	90.33	90.06	90.99
19	372	64	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.18	90.88	92.38	91.31	91.80	91.01	90.93	90.28	91.28	89.88	89.81	89.31	91.70	90.50	90.25	91.78	92.33	90.73	90.92	90.76	89.82	90.20	90.70	90.11	91.38	90.55
12	372	64	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	90.57	90.14	92.00	91.44	93.55	91.08	90.86	89.34	90.09	90.05	90.29	90.84	90.28	89.64	89.80	90.58	91.19	90.96	91.33	90.65	90.85	89.81	91.80	89.30	90.68	91.25
16	372	64	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	91.94	90.98	92.29	90.48	89.16	93.31	89.18	90.99	90.66	90.36	94.02	90.30	88.68	90.83	89.56	90.00	91.67	89.80	93.76	89.62	90.70	89.70	92.72	91.01	91.03	90.78
5	372	64	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.97	91.04	91.50	91.12	91.79	92.00	92.33	90.55	90.40	87.59	91.74	92.39	92.22	91.23	89.84	91.71	92.06	91.21	91.67	91.34	91.52	90.46	92.05	90.86	91.13	87.72
4	372	64	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.82	91.57	93.03	91.03	90.73	90.82	91.65	90.97	92.04	90.03	92.33	92.62	90.25	91.50	90.61	91.17	89.94	90.92	91.51	90.52	92.24	89.41	91.28	91.61	91.07	88.94
30	372	64	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.31	92.55	91.57	87.59	91.51	91.97	91.41	89.33	91.28	88.89	92.46	90.21	89.98	90.65	90.30	91.42	93.02	92.31	91.27	90.85	90.00	90.03	93.29	87.82	92.31	89.28
21	372	64	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	91.51	87.93	88.51	91.47	91.12	89.39	91.42	90.58	91.36	90.13	91.83	90.58	90.42	91.96	90.57	91.49	89.49	90.82	91.86	91.99	91.79	90.52	92.53	90.41	90.32	90.75
24	372	64	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	89.42	92.29	91.05	91.17	91.14	92.02	89.90	89.19	91.29	92.20	91.42	90.31	88.78	88.85	88.20	90.22	91.38	90.68	90.09	92.53	90.11	89.29	92.83	88.71	93.02	90.81
0	372	64	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	92.09	91.78	92.13	90.43	91.35	90.93	89.89	90.52	89.45	89.87	90.51	90.46	90.95	89.38	90.95	89.23	90.52	90.05	92.80	91.44	89.80	90.45	92.40	91.13	90.91	89.37
26	372	64	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	92.41	92.29	92.40	90.62	90.03	92.03	91.96	88.84	89.87	90.85	90.92	90.03	90.43	90.29	91.67	91.55	91.55	89.47	90.58	91.81	90.24	90.99	91.71	88.83	89.74	90.19
23	372	64	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	92.05	91.04	90.79	91.79	90.23	89.92	90.43	91.14	90.91	89.38	91.91	91.54	92.60	90.58	89.55	88.67	90.57	91.59	90.85	91.52	89.25	89.68	91.19	90.51	90.15	93.27
2	372	64	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	90.01	91.50	90.34	92.95	92.22	91.20	91.39	91.07	91.78	90.28	93.90	88.17	90.83	91.00	91.35	90.60	91.09	89.39	92.75	91.59	91.36	90.71	93.59	92.72	91.80	90.24
27	372	64	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	92.24	92.15	91.36	90.49	91.38	90.50	89.45	90.26	90.58	89.73	91.75	91.37	90.21	91.28	89.93	90.63	91.77	91.20	91.22	91.53	91.24	87.30	91.04	91.01	91.40	92.77
28	372	64	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	91.50	91.41	90.29	92.04	92.25	92.71	92.26	90.35	89.03	92.42	91.96	90.75	90.55	92.03	90.31	91.50	93.06	89.96	91.42	88.42	89.59	90.15	92.77	89.43	90.46	90.82

Size of the test data:  (31, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_11	89.476452	0.613295
mAP_valid_abs_values_6	89.352903	0.643295
mAP_valid_abs_values_20	89.352581	0.780342
mAP_valid_abs_values_12	89.311290	0.678993
mAP_valid_abs_values_19	89.136129	0.547374
mAP_valid_abs_values_16	88.850968	0.586324
mAP_valid_abs_values_18	88.827742	0.698297
mAP_valid_abs_values_13	88.754194	0.889366
mAP_valid_abs_values_2	88.663226	0.690852
mAP_valid_abs_values_15	88.586452	0.811380
mAP_valid_abs_values_8	88.535161	0.813973
mAP_valid_abs_values_4	88.526129	0.913804
mAP_valid_abs_values_17	88.495484	0.823233
mAP_valid_abs_values_23	88.445161	1.219912
mAP_valid_abs_values_9	88.420968	0.742695
mAP_valid_abs_values_3	88.213871	0.757745
mAP_valid_abs_values_14	88.210000	0.761914
mAP_valid_abs_values	88.194516	0.830569
mAP_valid_abs_values_7	88.186452	0.746103
mAP_valid_abs_values_5	88.148387	0.807156
mAP_valid_abs_values_25	87.969032	1.162673
mAP_valid_abs_values_10	87.933226	0.754004
mAP_valid_abs_values_26	87.616129	0.919542
mAP_valid_abs_values_24	87.320645	1.319068
mAP_valid_abs_values_22	87.203226	0.992349
mAP_valid_abs_values_21	87.200645	1.223247

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_23	91.689355	1.201921
mAP_test_abs_values_19	91.531613	0.984172
mAP_test_abs_values_11	91.201290	1.233193
mAP_test_abs_values_25	90.747097	0.878484
mAP_test_abs_values_3	90.706452	1.457828
mAP_test_abs_values_17	90.705806	1.205808
mAP_test_abs_values	90.675161	1.144237
mAP_test_abs_values_5	90.587742	1.226985
mAP_test_abs_values_14	90.539032	0.879372
mAP_test_abs_values_6	90.499677	1.417132
mAP_test_abs_values_2	90.417419	1.382377
mAP_test_abs_values_20	90.402258	1.133478
mAP_test_abs_values_4	90.401613	1.223795
average_map	90.386452	0.600295
mAP_test_abs_values_16	90.348065	0.966076
mAP_test_abs_values_21	90.239677	1.269019
mAP_test_abs_values_18	90.239032	1.057085
mAP_test_abs_values_9	90.168710	0.991126
mAP_test_abs_values_24	90.147419	1.287597
mAP_test_abs_values_7	90.142581	1.080959
mAP_test_abs_values_13	90.013226	1.292193
mAP_test_abs_values_15	89.858387	0.851759
mAP_test_abs_values_26	89.811935	1.619723
mAP_test_abs_values_12	89.805161	1.480049
mAP_test_abs_values_8	89.795484	1.308082
mAP_test_abs_values_10	89.722581	1.146237
mAP_test_abs_values_22	89.650968	1.022844

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_64 =  res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]

res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]


result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')


result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]

html_table = result_merged_mwu_64.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	11	89.476452	91.201290
1	6	89.352903	90.499677
2	20	89.352581	90.402258
3	12	89.311290	89.805161
4	19	89.136129	91.531613
5	16	88.850968	90.348065
6	18	88.827742	90.239032
7	13	88.754194	90.013226
8	2	88.663226	90.417419
9	15	88.586452	89.858387
10	8	88.535161	89.795484
11	4	88.526129	90.401613
12	17	88.495484	90.705806
13	23	88.445161	91.689355
14	9	88.420968	90.168710
15	3	88.213871	90.706452
16	14	88.210000	90.539032
17	1	88.194516	90.675161
18	7	88.186452	90.142581
19	5	88.148387	90.587742
20	25	87.969032	90.747097
21	10	87.933226	89.722581
22	26	87.616129	89.811935
23	24	87.320645	90.147419
24	22	87.203226	89.650968
25	21	87.200645	90.239677

Code

#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")

dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 72

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
28	372	72	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	84.54	83.33	84.65	86.80	83.72	85.80	88.82	81.85	82.21	83.70	86.14	84.35	86.58	84.83	83.26	86.69	82.44	79.92	87.42	88.38	83.74	83.52	86.30	84.30	83.91	81.68
29	372	72	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	87.24	85.75	87.05	85.85	84.04	84.81	86.34	86.62	84.85	88.15	88.02	87.56	87.79	86.31	86.58	85.67	86.49	87.47	87.16	85.63	83.80	83.83	84.67	83.77	82.85	83.45
30	372	72	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	88.04	84.32	87.28	86.52	85.71	87.55	86.31	85.92	86.42	85.88	85.77	87.41	89.39	86.98	87.15	87.88	84.12	88.51	87.91	88.30	83.82	82.40	80.85	83.94	83.52	84.76
31	372	72	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	88.28	87.51	85.77	87.74	85.97	85.30	85.69	87.03	86.40	86.28	87.35	86.58	86.78	87.75	87.26	86.79	86.41	87.49	86.98	89.16	83.84	86.52	88.05	84.65	83.95	83.74
60	372	72	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	83.36	83.61	85.64	86.88	86.13	84.59	86.57	87.67	87.72	83.72	87.06	87.04	85.92	85.06	87.05	86.61	85.90	86.59	87.28	86.71	81.64	84.81	83.62	85.49	85.40	85.60
61	372	72	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	87.02	87.08	86.04	84.68	86.86	89.43	87.69	87.34	86.04	88.62	88.12	85.63	88.46	87.30	87.86	88.58	86.75	87.03	87.20	87.05	85.19	85.37	85.39	82.66	86.42	87.08
62	372	72	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	84.66	86.84	87.87	86.04	85.78	87.12	86.50	89.69	86.42	85.53	88.62	88.09	88.49	86.66	86.24	87.18	87.26	89.15	88.63	87.91	83.88	85.46	85.07	83.72	84.24	85.33
63	372	72	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	84.25	89.03	86.73	84.84	86.68	89.78	86.62	89.26	87.94	83.59	87.48	88.42	88.70	88.03	87.37	85.11	88.23	87.95	85.60	87.31	85.70	84.53	85.92	85.08	83.20	87.08
92	372	72	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	85.29	85.44	87.28	86.06	86.22	83.90	86.47	84.76	85.75	85.36	87.60	88.72	86.15	87.68	86.14	87.01	87.17	84.80	85.87	86.32	83.92	84.18	84.33	85.22	85.74	84.87
93	372	72	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	85.65	88.21	85.04	87.83	87.52	87.46	86.30	86.92	86.21	88.22	86.99	88.27	89.16	87.51	86.73	86.30	84.13	87.30	87.55	85.35	86.95	85.99	87.47	84.62	84.40	85.37
94	372	72	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	85.53	87.87	85.90	86.31	86.13	87.13	88.29	87.04	88.41	88.75	86.43	88.36	87.45	87.75	87.29	87.23	88.01	87.11	86.65	87.91	84.14	85.38	84.39	83.59	84.06	84.29
95	372	72	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	24.01	86.47	85.96	84.94	85.15	87.68	87.97	86.51	86.99	85.04	87.73	89.83	87.66	86.71	88.02	86.58	86.04	86.86	88.61	88.71	85.44	86.92	86.23	85.87	84.92	83.81
124	372	72	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	83.59	87.71	84.74	87.64	85.12	86.56	83.85	87.23	86.18	85.85	85.00	86.07	88.88	83.66	86.07	85.51	83.88	86.10	88.18	87.74	86.18	83.13	83.18	82.91	83.03	86.35
125	372	72	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	85.43	87.02	83.60	85.57	86.12	88.63	88.86	87.60	86.72	86.09	88.34	88.37	88.35	88.59	88.64	87.26	86.63	87.43	88.91	87.07	82.89	83.42	85.22	84.95	84.51	85.92
126	372	72	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	86.61	86.77	88.21	87.33	86.51	87.55	87.95	85.25	87.59	85.93	88.91	88.50	85.63	87.32	86.31	89.44	88.26	89.72	87.59	87.79	83.70	83.85	87.24	83.95	85.35	82.99
127	372	72	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	86.91	87.29	87.56	89.20	84.95	87.04	85.62	86.42	88.06	86.03	88.44	88.04	87.29	87.86	87.17	87.57	88.15	88.60	89.73	88.13	86.11	84.96	86.19	85.52	85.45	84.34
156	372	72	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	86.50	86.96	87.77	88.20	87.23	85.48	87.80	85.70	86.30	85.29	88.32	87.01	87.38	86.95	86.23	86.13	85.61	88.20	87.43	87.62	84.92	83.53	86.07	84.01	83.88	82.87
157	372	72	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	87.42	87.47	86.01	87.46	86.54	88.13	88.30	86.11	85.99	86.08	86.42	87.33	88.10	88.82	86.95	86.82	87.12	85.32	87.56	86.83	85.53	84.31	84.02	83.61	85.75	85.44
158	372	72	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	88.26	86.79	86.43	88.88	85.51	87.72	84.59	88.08	88.49	87.07	87.63	88.95	87.97	89.11	87.07	88.41	87.23	86.21	88.18	88.87	84.57	84.89	86.75	87.88	85.34	84.56
159	372	72	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	86.74	86.63	85.96	86.48	88.59	87.91	89.28	86.69	88.45	88.55	87.53	86.97	87.48	89.35	88.60	90.35	87.69	89.73	88.53	88.51	84.26	84.04	85.72	84.48	86.40	83.18
188	372	72	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	85.79	83.77	84.69	87.78	80.90	86.78	87.13	87.51	87.66	85.29	86.96	87.63	88.66	85.57	87.80	86.37	86.07	86.70	87.26	88.27	84.19	83.94	84.74	85.25	86.07	85.42
189	372	72	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	87.04	87.56	86.13	86.98	88.23	88.53	86.92	87.24	87.88	86.36	87.13	86.11	86.73	86.37	86.26	88.24	87.20	88.09	87.55	88.40	85.05	85.77	85.24	87.56	85.20	88.87
190	372	72	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	86.52	87.19	88.03	87.41	87.74	87.79	85.20	87.40	87.14	87.12	86.89	86.03	88.42	85.72	90.10	86.71	87.39	87.13	88.37	87.58	87.79	84.11	85.43	85.13	85.27	86.18
191	372	72	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	87.10	88.37	86.42	86.62	85.56	86.95	84.65	87.40	87.62	86.42	87.68	88.27	91.14	87.91	87.28	89.19	88.57	85.73	87.73	89.86	83.80	85.86	84.73	84.29	85.42	85.58
220	372	72	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	84.30	86.05	85.88	86.42	85.27	87.51	86.26	88.06	86.63	84.66	88.00	89.19	84.70	87.20	86.03	86.21	86.91	87.70	87.15	88.84	84.32	84.75	85.58	86.58	83.28	83.80
221	372	72	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	86.68	87.37	85.96	87.34	86.77	88.36	24.01	88.00	87.79	85.86	88.00	87.53	89.02	87.54	87.05	87.62	87.08	88.92	90.14	88.62	85.50	84.11	84.13	85.22	84.88	87.04
222	372	72	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	86.12	85.92	87.65	88.45	85.81	89.11	88.22	88.75	88.38	86.26	87.00	88.48	86.62	87.41	86.75	87.76	87.10	87.55	88.27	86.84	85.47	83.81	86.84	84.65	85.68	86.24
223	372	72	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	85.42	86.85	88.35	88.34	87.18	85.96	87.11	87.94	86.88	87.46	86.28	87.32	86.32	86.17	85.06	87.62	86.85	88.46	88.21	89.64	84.09	85.08	87.93	85.03	84.62	83.44
252	372	72	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	86.63	87.92	85.59	87.16	86.44	88.47	86.27	86.50	85.81	85.49	86.62	89.15	89.07	88.11	84.23	88.27	88.01	86.99	86.84	87.00	84.61	84.78	84.11	85.76	85.16	83.70
253	372	72	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	85.42	87.95	87.88	88.63	87.85	88.17	87.96	89.27	88.37	85.81	88.71	87.95	88.08	87.96	87.23	86.84	87.89	86.71	87.45	89.04	84.76	87.17	86.46	86.15	84.97	86.03
254	372	72	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	86.44	87.92	88.19	86.30	87.95	89.25	88.04	89.69	89.19	87.91	88.63	87.61	87.75	89.92	88.28	87.17	88.62	84.66	86.93	88.64	86.33	85.29	84.98	85.66	85.63	87.22
255	372	72	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	86.54	85.67	85.77	87.27	87.71	87.70	88.24	88.80	88.41	87.12	87.79	88.62	87.40	88.36	87.57	88.35	86.39	87.55	88.76	87.47	86.27	85.78	82.85	85.93	85.44	86.65
284	372	72	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	83.18	86.15	85.92	87.11	89.27	86.49	88.68	88.10	87.61	86.47	87.37	86.48	84.16	87.71	87.19	87.02	87.81	87.93	89.32	87.04	84.30	84.40	84.83	83.96	80.95	84.98
285	372	72	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	86.46	87.00	86.00	87.07	86.87	85.52	85.84	86.67	87.46	87.88	87.17	87.94	88.66	87.72	87.32	89.46	85.15	87.81	89.39	86.13	86.94	83.60	87.78	84.43	85.10	84.32
286	372	72	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	87.45	86.55	87.80	86.78	87.74	87.42	88.53	87.95	87.48	88.02	88.62	88.69	86.84	88.90	87.75	88.76	89.34	87.54	89.42	85.94	83.69	84.09	83.28	85.88	85.18	85.22
287	372	72	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	88.08	87.14	87.80	85.22	87.76	89.66	86.96	88.49	88.41	89.20	89.49	87.49	88.81	88.01	89.60	88.25	88.90	87.85	86.62	87.24	84.04	84.84	86.60	85.84	86.73	86.15
316	372	72	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	86.01	85.19	86.12	84.07	83.85	85.72	84.73	84.91	84.53	84.39	86.94	84.48	86.36	84.55	83.28	84.40	86.77	84.32	85.69	86.69	83.86	84.51	85.78	84.29	81.77	83.82
317	372	72	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	86.77	87.99	85.92	86.71	85.76	87.33	89.58	87.10	88.28	87.14	88.43	87.58	86.09	85.74	87.74	87.01	88.40	88.68	86.21	86.97	86.06	85.62	84.36	86.63	84.40	84.12
318	372	72	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	83.79	86.10	86.83	85.98	86.52	85.93	86.80	87.08	87.21	87.29	88.18	86.57	87.61	87.89	83.98	88.78	87.42	86.16	86.07	87.60	85.01	83.39	85.18	83.67	84.34	83.16
319	372	72	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	83.35	87.47	86.76	85.48	85.43	88.22	87.03	86.84	87.56	87.31	89.15	86.35	86.78	85.75	87.80	88.25	87.03	87.14	87.03	85.87	83.77	85.82	83.22	83.40	82.52	84.39
348	372	72	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	85.15	85.61	86.36	82.86	85.73	88.12	85.32	84.27	85.98	85.51	86.99	85.47	87.29	86.43	85.10	87.53	83.08	85.58	84.31	85.73	83.77	84.68	83.06	84.49	83.44	85.06
349	372	72	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	88.04	86.89	86.85	88.08	86.58	88.18	86.48	89.05	88.62	88.63	88.11	87.51	87.25	87.61	87.53	87.07	88.17	87.28	86.67	88.64	85.21	84.53	84.03	84.63	85.43	84.68
350	372	72	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	84.50	88.39	85.41	87.22	88.72	87.85	86.69	89.85	88.07	88.50	89.94	86.63	87.80	87.37	86.79	88.02	87.89	88.27	86.12	89.11	86.10	84.97	86.26	87.38	84.32	86.58
351	372	72	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	84.11	87.57	86.38	85.98	88.24	87.24	87.43	86.80	89.14	87.92	88.17	88.70	87.15	88.21	87.94	87.78	86.25	87.55	88.28	85.68	83.98	88.38	85.40	86.01	84.65	84.39
380	372	72	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	85.69	85.89	87.31	84.94	85.75	88.35	88.31	88.10	85.94	85.46	87.21	86.54	86.53	86.37	87.91	85.74	84.45	83.71	85.97	86.97	85.62	84.84	80.01	83.56	84.17	83.68
381	372	72	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	86.27	87.47	87.94	86.72	89.41	89.48	86.09	87.41	86.80	87.41	87.65	86.09	86.24	85.70	88.37	87.91	84.14	88.37	87.61	88.96	83.64	85.33	86.58	85.91	84.63	83.91
382	372	72	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	88.40	86.86	86.51	85.48	86.41	89.25	87.01	87.50	87.73	88.27	88.28	87.30	89.35	87.01	86.94	87.18	88.27	88.31	87.62	88.56	85.66	85.56	84.77	85.35	84.43	83.89
383	372	72	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	86.98	86.17	85.77	87.62	88.26	88.78	88.41	86.52	87.24	88.00	87.79	86.54	87.59	86.28	86.82	86.10	87.52	87.55	87.47	87.76	84.15	84.04	82.82	84.54	84.69	84.34
412	372	72	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	85.65	85.67	87.78	85.41	86.44	85.36	88.11	86.78	89.01	87.29	86.65	86.53	87.44	87.79	87.05	86.29	86.16	86.04	88.92	87.29	85.18	84.09	24.01	85.45	84.71	83.67
413	372	72	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	84.99	87.50	85.87	87.76	86.74	87.68	87.46	87.58	88.03	87.00	86.28	87.42	87.30	88.37	87.68	86.70	88.12	87.63	87.61	87.28	83.30	84.20	87.34	84.78	84.62	85.44
414	372	72	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	87.36	86.46	85.76	88.25	86.38	86.52	87.43	87.17	87.54	86.97	89.39	88.07	87.80	88.78	86.73	88.22	86.55	89.18	86.93	87.82	87.52	84.14	86.60	84.49	86.07	84.19
415	372	72	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	88.25	87.54	86.23	87.33	86.18	89.35	88.27	90.05	87.34	86.14	87.34	89.43	88.32	86.00	87.02	87.06	88.07	87.45	88.20	88.14	85.09	85.61	86.17	86.70	85.19	84.44
444	372	72	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	86.80	87.10	85.93	87.55	84.73	88.71	85.69	85.72	87.33	88.45	86.00	87.23	86.69	86.52	86.74	86.70	85.20	86.18	86.73	87.41	85.31	84.19	84.30	84.00	86.37	83.91
445	372	72	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	86.04	86.44	86.66	88.16	87.70	87.91	87.95	86.80	88.76	87.59	86.85	87.86	89.23	87.21	87.59	88.10	86.99	88.07	86.23	87.47	84.48	83.59	83.75	87.14	87.44	86.30
446	372	72	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	86.16	88.08	86.97	87.31	85.18	88.41	87.25	86.93	86.23	88.44	88.34	87.10	88.51	87.04	88.61	88.85	87.92	87.33	87.05	87.17	87.75	84.22	86.21	85.14	87.12	83.30
447	372	72	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	86.51	87.42	86.47	86.03	89.05	88.11	87.34	88.38	86.42	88.95	88.11	86.05	88.38	86.33	88.59	86.63	88.05	87.83	89.09	87.02	84.00	86.34	84.61	87.09	85.43	84.49
476	372	72	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	82.95	86.33	83.59	86.01	84.33	85.72	86.53	86.75	85.91	88.24	87.86	85.61	86.93	84.72	86.18	85.57	87.69	85.69	88.59	89.11	85.53	81.91	84.56	83.69	84.17	83.66
477	372	72	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	85.19	86.41	86.13	87.32	87.10	88.75	87.26	87.72	88.37	89.05	87.07	86.68	86.86	86.04	86.68	89.74	88.49	88.24	87.86	87.70	85.82	85.84	86.48	87.49	86.51	83.59
478	372	72	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	83.06	85.84	87.83	87.44	87.19	88.87	88.36	87.04	87.07	86.21	86.04	87.59	87.09	88.73	87.94	87.08	87.75	87.13	89.46	87.29	86.24	84.56	85.74	86.39	85.14	85.42
479	372	72	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	86.44	87.37	87.51	87.68	86.81	88.66	86.13	86.82	87.69	86.87	87.10	88.21	89.24	88.35	88.49	88.17	88.34	87.17	87.90	89.14	83.20	85.33	87.19	86.49	87.61	85.74
508	372	72	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	86.12	87.65	87.33	87.23	87.53	87.02	86.61	86.10	87.59	88.10	88.34	86.52	85.79	85.70	86.69	86.78	85.62	87.38	86.65	87.13	83.36	83.32	84.80	83.07	84.74	84.64
509	372	72	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	85.51	85.61	86.81	88.73	87.85	89.68	87.88	88.26	86.28	88.07	88.29	88.26	88.64	87.36	87.35	88.14	87.47	87.17	87.92	88.11	86.63	85.93	84.09	86.55	86.03	85.56
510	372	72	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	85.96	86.66	87.47	87.86	86.96	88.41	87.37	87.69	86.66	88.11	90.06	88.24	88.12	85.97	86.90	87.42	85.39	87.36	85.24	88.35	87.12	85.01	85.02	84.60	85.59	83.92
511	372	72	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	86.39	87.60	87.54	85.98	86.33	87.38	87.69	87.77	88.64	88.76	90.02	89.30	89.27	87.07	88.16	88.27	85.34	86.47	86.73	87.92	84.99	85.39	87.53	84.47	86.04	86.04
540	372	72	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	86.22	87.05	88.05	86.37	86.56	87.95	87.32	87.87	88.74	87.30	87.98	88.28	87.55	84.47	87.09	84.90	86.15	87.07	88.23	88.68	83.76	84.77	85.23	83.86	83.58	84.37
541	372	72	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	86.91	87.48	85.78	87.67	88.09	87.99	88.17	87.60	87.30	86.29	87.98	88.78	88.67	86.78	88.85	87.36	87.15	88.65	88.30	89.43	83.51	85.32	86.89	86.33	86.49	85.95
542	372	72	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	86.78	87.37	87.29	87.96	88.83	88.04	88.13	86.78	87.45	86.98	89.39	88.69	87.88	87.02	87.22	86.94	87.50	86.42	89.11	88.61	85.41	83.81	86.29	84.92	86.61	84.42
543	372	72	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	86.67	86.46	86.18	88.08	87.45	88.53	87.05	88.21	86.97	87.85	89.16	87.49	88.84	88.29	87.67	88.35	87.51	88.78	88.12	88.85	84.01	85.68	86.42	85.69	86.12	86.39
572	372	72	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	86.81	86.50	88.03	84.99	88.45	87.32	85.66	87.52	86.61	87.65	88.71	87.58	85.73	87.09	84.01	88.12	87.06	86.60	87.83	87.16	84.53	83.99	85.25	83.72	84.81	82.84
573	372	72	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	87.05	88.55	85.50	86.29	86.91	87.67	86.63	88.68	85.79	87.24	88.05	88.60	87.95	88.42	87.66	88.22	86.78	88.36	87.99	87.42	84.14	85.20	84.73	85.86	85.97	87.61
574	372	72	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	85.81	87.67	86.45	89.01	87.66	89.10	86.87	86.10	87.93	86.56	87.23	87.62	87.32	87.05	85.17	88.10	87.50	87.66	87.15	88.71	83.85	86.04	86.78	86.09	87.82	86.65
575	372	72	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	86.54	86.80	86.84	87.47	88.18	88.27	85.77	87.89	86.75	87.92	87.46	87.88	86.90	88.90	87.54	89.46	89.21	86.70	88.56	88.50	86.63	85.47	85.81	86.52	88.67	84.92
604	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.91	90.30	87.29	87.77	87.51	88.99	88.94	88.68	87.92	86.30	90.14	89.65	89.44	88.63	86.96	89.60	87.47	89.73	89.66	90.70	87.01	87.59	87.88	87.18	88.61	88.63
605	372	72	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	87.65	87.69	88.89	87.37	88.74	88.65	87.51	87.96	87.84	87.74	88.13	88.34	88.11	87.56	87.70	89.01	88.70	89.89	89.33	89.67	88.12	86.84	89.15	86.08	89.67	87.08
606	372	72	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	88.46	88.51	88.05	87.78	87.43	89.66	88.75	88.10	88.33	88.25	89.38	88.48	88.02	87.88	88.64	89.32	87.83	88.68	88.24	89.95	89.10	85.46	86.96	87.40	87.57	86.19
607	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	88.34	88.47	87.54	88.47	87.66	88.62	89.56	88.80	88.91	88.09	88.99	88.10	89.40	88.88	88.68	89.37	87.87	87.84	88.92	89.44	85.12	85.18	87.24	87.68	87.31	89.10
636	372	72	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	86.40	88.56	86.69	88.44	87.41	89.07	88.02	87.71	87.25	87.16	90.16	89.05	89.56	86.61	87.05	89.50	87.13	88.16	89.19	89.02	87.99	85.93	87.53	87.42	86.50	87.59
637	372	72	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	87.50	88.37	88.95	87.39	88.30	89.53	88.98	87.70	87.76	88.45	90.00	88.45	89.07	87.91	87.19	88.95	89.21	88.36	89.24	89.46	86.90	85.71	89.88	88.70	86.98	88.58
638	372	72	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	89.04	89.56	88.50	89.34	87.72	89.46	88.76	88.46	88.45	88.52	88.54	88.95	88.82	87.59	88.41	86.95	90.73	88.61	90.16	89.67	87.35	84.86	87.54	86.00	85.67	88.37
639	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	88.95	89.03	88.59	87.92	88.35	88.95	88.25	88.49	88.79	87.26	89.09	88.28	86.86	87.66	87.52	88.07	87.89	88.76	88.78	89.92	87.17	86.63	89.30	86.10	86.37	88.24
668	372	72	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	88.47	87.54	88.17	88.44	88.20	88.18	87.29	88.55	88.03	88.10	90.04	89.45	88.82	87.71	88.03	88.54	89.26	87.38	89.66	89.71	85.03	86.25	86.67	86.18	85.15	89.14
669	372	72	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	88.44	87.55	88.29	87.77	86.77	88.67	87.20	89.71	88.09	87.37	88.48	88.46	88.16	87.31	90.90	88.34	89.03	88.00	89.49	86.98	88.82	86.81	88.16	86.19	86.71	86.51
670	372	72	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	87.45	87.18	87.78	89.59	88.10	89.42	88.96	88.59	88.24	88.52	87.83	90.28	89.95	88.55	87.35	87.18	88.34	88.93	89.35	89.40	87.53	85.33	86.56	86.99	85.86	86.29
671	372	72	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	89.38	87.20	88.89	87.13	87.40	89.63	87.28	86.56	88.91	87.16	89.28	89.93	89.70	87.58	87.37	89.01	87.96	89.46	88.86	88.96	85.81	84.96	89.67	85.68	87.17	86.82
700	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	88.08	88.90	87.59	87.87	89.64	88.55	89.18	88.63	89.22	87.09	89.71	87.93	88.26	86.66	88.73	88.51	88.20	87.78	89.41	90.29	87.88	85.61	89.29	87.05	87.83	86.60
701	372	72	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	89.12	88.52	87.67	87.78	89.95	90.20	87.72	87.82	89.15	87.12	89.01	90.08	87.54	88.37	88.76	88.48	87.23	89.23	90.48	89.20	87.51	86.74	88.52	86.97	88.19	86.36
702	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	88.22	89.18	88.77	88.41	88.86	88.92	88.55	88.54	86.87	88.30	88.02	88.76	88.43	87.97	89.96	88.79	89.45	88.51	88.96	89.45	87.81	87.62	88.66	88.19	86.93	89.62
703	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.80	88.70	88.36	88.15	87.68	89.67	88.82	87.55	88.10	88.34	90.09	89.48	91.08	88.75	88.93	89.49	89.82	90.25	89.99	88.97	88.00	87.62	88.08	85.69	87.16	87.28
732	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	88.96	87.72	86.92	89.03	89.16	90.01	88.67	88.15	87.56	85.77	88.31	89.35	87.83	88.40	88.34	89.74	86.81	88.66	88.77	89.30	85.65	87.39	87.68	87.91	89.20	88.09
733	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.88	87.70	87.52	89.91	87.47	89.24	88.90	88.60	89.26	87.56	89.18	90.11	89.43	87.15	89.41	89.31	87.79	88.49	89.59	87.52	86.28	87.76	90.43	87.71	88.49	88.77
734	372	72	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	87.70	87.30	86.12	88.47	89.19	88.80	87.93	88.46	88.25	87.69	88.91	89.24	90.00	88.17	88.98	88.72	88.05	88.28	88.96	89.30	88.46	86.69	86.85	85.80	88.61	87.77
735	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	87.92	89.20	88.94	87.62	87.90	88.95	88.89	88.78	88.84	88.81	89.50	89.26	88.29	87.87	89.54	88.49	89.28	87.52	90.53	89.03	89.15	86.27	89.42	86.50	88.02	87.78
764	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.32	87.49	88.38	88.69	86.27	89.67	89.00	89.33	89.30	88.49	90.69	89.19	88.81	87.75	88.70	88.73	89.32	89.79	89.70	89.80	87.31	86.32	87.76	86.85	88.36	89.04
765	372	72	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	88.74	88.10	87.24	89.38	87.65	87.88	88.20	87.22	87.61	87.74	88.61	87.97	88.12	88.85	88.91	89.22	88.63	90.37	89.44	88.55	85.29	87.02	88.86	86.68	86.93	88.18
766	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	87.92	88.26	88.26	88.60	89.06	89.30	87.25	89.02	89.17	88.65	90.44	88.86	88.15	87.62	88.79	87.23	87.26	88.52	89.18	88.53	87.44	86.45	90.21	87.64	86.18	86.60
767	372	72	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	88.60	88.68	87.40	88.02	89.15	88.69	87.69	88.02	87.47	87.45	90.42	88.51	88.50	87.63	86.75	89.04	88.77	90.02	88.60	88.45	84.94	86.38	88.51	86.93	89.78	86.57
796	372	72	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	87.21	89.66	87.47	88.61	88.70	89.38	89.15	88.25	88.30	88.84	89.21	88.91	88.23	89.10	88.76	88.28	88.57	88.58	88.64	87.80	89.00	88.59	88.68	87.61	87.73	87.93
797	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	88.13	88.25	88.94	88.38	87.40	89.12	88.94	87.09	87.02	88.28	89.29	88.92	87.35	89.01	87.50	86.64	88.31	89.12	90.17	90.60	88.95	88.88	88.76	85.86	87.31	86.60
798	372	72	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	88.97	88.52	88.16	88.18	88.65	88.43	88.24	88.19	88.84	87.90	90.66	89.52	88.73	89.22	89.03	88.49	88.53	87.46	89.22	89.66	88.70	87.24	87.72	87.64	86.07	87.34
799	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.87	88.62	86.71	87.18	85.90	89.22	86.99	88.18	88.98	87.69	88.71	87.05	88.62	88.66	87.59	87.68	87.23	87.94	87.71	88.96	87.54	84.87	89.09	88.00	87.93	87.16
828	372	72	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	88.19	87.13	87.91	89.41	87.86	89.90	89.59	88.88	88.97	88.25	89.43	88.78	88.09	89.08	89.26	88.99	88.44	89.22	89.43	89.46	86.20	89.36	89.35	88.02	87.47	88.45
829	372	72	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	88.21	88.26	86.84	87.42	87.94	89.42	87.98	87.58	87.52	86.79	89.21	88.84	89.22	88.89	89.13	89.19	88.59	89.41	88.89	89.39	89.67	85.42	89.43	85.40	88.40	85.87
830	372	72	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	88.00	88.23	88.41	89.05	87.87	88.25	88.16	88.17	88.22	88.73	89.22	89.39	88.23	86.92	88.34	87.70	89.15	89.47	89.12	89.22	84.76	86.15	86.01	87.47	89.22	89.26
831	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	90.06	88.82	87.03	88.67	89.11	88.98	87.58	88.69	88.48	88.76	88.98	89.48	90.10	88.79	87.86	89.77	88.76	88.43	88.76	90.36	87.48	86.68	87.79	85.66	85.62	85.70
860	372	72	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	88.18	87.95	88.18	87.95	87.58	89.22	89.35	88.94	88.04	87.46	87.94	89.94	87.14	88.52	86.60	88.26	88.96	87.55	87.74	88.43	84.36	87.16	87.90	85.56	86.39	88.90
861	372	72	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	87.79	89.25	88.29	88.36	88.21	89.79	87.59	86.57	89.14	88.29	89.48	89.64	88.90	88.28	88.22	89.03	86.57	88.22	88.79	88.83	85.27	86.05	89.03	89.26	85.79	86.30
862	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	86.41	90.13	87.86	89.13	88.19	87.73	87.13	89.18	87.80	89.05	88.63	88.11	89.41	87.56	88.41	88.09	87.97	89.18	89.98	89.18	85.61	84.78	85.69	84.65	89.21	88.47
863	372	72	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	87.89	88.65	87.47	88.75	89.55	90.01	88.50	88.02	87.13	88.61	87.93	88.86	89.17	87.71	88.97	89.47	87.77	88.53	90.25	89.28	85.45	86.38	88.54	85.68	86.36	88.04
892	372	72	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	88.27	87.24	88.02	88.51	87.54	88.72	89.01	89.11	86.12	87.49	89.42	90.04	88.12	87.78	88.23	89.13	88.73	88.87	89.73	88.88	89.55	88.88	88.09	87.03	88.80	87.90
893	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.35	90.21	88.41	87.64	88.43	90.48	85.98	89.82	87.00	89.59	89.69	89.72	90.66	89.68	89.60	89.61	89.66	88.63	90.17	89.43	87.64	86.21	89.55	89.06	88.31	88.84
894	372	72	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.02	87.77	87.74	88.38	88.01	89.91	88.91	88.42	88.85	87.55	88.75	88.75	87.47	88.53	88.07	90.92	88.05	87.20	87.97	87.60	89.83	85.97	88.67	87.38	87.69	86.73
895	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.21	89.01	88.92	89.79	89.17	88.53	88.93	88.92	88.94	88.06	89.37	89.14	88.58	89.95	87.15	88.86	88.08	89.24	89.35	89.87	87.67	86.48	88.95	87.03	89.23	89.05
924	372	72	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	87.95	87.73	88.57	89.43	89.60	88.97	88.37	88.98	88.19	87.60	89.85	88.98	87.43	87.62	88.49	89.44	89.10	89.32	89.83	89.13	85.12	87.20	87.40	88.46	86.47	86.48
925	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	87.53	88.06	89.29	88.47	89.12	89.11	88.77	88.49	87.48	86.39	89.45	89.83	89.44	87.28	85.29	88.49	88.22	89.78	88.74	89.04	89.56	86.84	87.43	87.28	88.58	87.99
926	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	88.42	88.44	87.18	86.14	87.99	88.99	87.64	88.27	88.60	86.89	88.23	88.81	88.73	88.68	86.00	88.57	87.90	90.04	89.71	88.93	86.63	85.21	89.93	86.72	85.92	88.23
927	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	87.63	87.58	87.00	89.89	87.88	89.40	88.37	87.42	86.59	87.29	88.95	88.21	89.67	88.16	87.53	89.94	89.34	88.98	89.65	87.90	87.15	85.61	88.43	86.81	86.09	87.95
956	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.33	89.99	88.22	88.36	88.62	89.74	86.35	89.14	87.52	86.12	88.70	88.78	89.00	88.92	90.75	88.54	89.36	89.91	89.25	90.20	89.29	85.96	86.36	86.47	89.18	87.52
957	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.41	88.73	88.48	89.19	88.63	89.79	88.73	88.80	88.76	88.58	90.36	89.91	88.37	88.83	87.95	87.59	86.84	88.72	90.41	88.99	89.34	87.56	89.54	84.87	86.04	89.07
958	372	72	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	89.64	88.19	89.26	88.20	89.18	89.98	89.20	88.09	89.45	87.22	88.93	88.64	89.50	86.95	87.23	88.78	89.26	87.73	87.27	89.81	86.01	87.62	87.44	87.18	88.13	88.43
959	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	88.90	87.69	89.19	88.63	87.33	89.96	86.91	87.19	89.23	87.35	89.21	88.87	88.27	88.53	89.21	88.52	86.62	89.78	88.40	88.88	86.79	87.45	88.58	86.84	86.61	90.21
988	372	72	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	87.70	89.15	88.15	87.18	86.32	89.11	87.72	86.93	87.67	88.46	89.63	89.24	89.18	88.23	88.02	88.16	87.77	88.89	90.16	89.61	86.78	87.07	87.57	87.85	88.67	87.30
989	372	72	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	88.16	88.47	87.91	88.40	88.22	89.69	89.38	87.47	86.97	87.63	89.21	87.26	87.69	88.13	87.92	89.20	88.81	88.27	87.84	88.41	88.24	85.52	86.87	85.95	86.91	88.12
990	372	72	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	88.99	89.19	88.48	87.37	87.23	87.11	87.92	89.65	88.43	88.94	88.50	89.38	88.66	89.61	89.38	87.62	88.34	88.93	89.29	89.65	85.43	87.55	89.37	88.37	88.67	88.87
991	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.87	88.95	87.84	89.07	89.91	88.07	88.25	88.64	89.13	86.79	89.34	90.47	88.83	89.15	88.32	89.83	88.42	88.13	90.41	90.03	87.86	87.68	89.23	89.39	88.45	89.07
1020	372	72	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	88.95	88.35	88.22	88.48	87.66	90.43	87.74	87.39	88.19	88.49	89.99	87.83	90.17	88.72	87.99	87.35	88.47	88.51	88.78	89.08	86.77	88.71	89.05	85.78	88.51	86.23
1021	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.39	89.13	88.88	87.96	87.76	88.86	89.36	88.49	88.80	86.91	89.75	88.14	90.22	89.21	88.32	88.16	90.44	90.27	89.91	89.38	85.84	88.12	88.14	88.17	89.53	88.39
1022	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	87.93	88.50	87.50	88.37	89.51	89.62	88.38	89.83	88.10	89.19	90.12	89.34	88.12	88.18	86.71	89.79	88.03	89.15	89.17	91.24	87.50	87.62	87.21	89.22	86.14	88.57
1023	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.64	87.92	88.39	87.64	87.95	88.12	87.72	89.52	88.68	89.40	90.17	88.58	89.59	87.52	88.49	90.59	88.84	90.26	89.26	90.49	88.70	85.78	89.26	85.54	87.91	89.31
1052	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.21	88.53	89.26	88.70	88.85	89.13	87.43	89.14	88.21	88.70	90.15	90.21	88.14	87.26	87.75	88.49	89.25	89.78	88.61	88.25	88.45	88.86	88.27	88.06	87.32	89.29
1053	372	72	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	87.02	89.01	88.68	88.67	87.47	88.84	88.99	89.02	88.44	87.89	89.73	90.04	87.14	86.59	88.66	88.16	88.80	89.83	88.27	90.49	84.39	86.67	86.64	87.14	89.90	86.66
1054	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	88.64	88.32	89.74	87.90	88.67	89.30	86.80	87.34	86.97	86.99	89.45	88.44	87.30	87.39	88.48	88.46	88.79	87.86	88.41	88.90	87.51	87.72	89.12	86.59	87.73	85.40
1055	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	88.20	89.15	87.95	88.93	88.40	87.97	88.21	89.20	88.37	88.29	90.64	88.65	87.88	88.35	89.73	88.44	88.39	88.02	87.65	90.33	88.41	88.41	89.35	86.45	87.33	86.37
1084	372	72	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	87.69	89.19	87.49	89.41	88.31	88.04	88.49	87.22	87.90	88.48	87.39	87.89	87.75	88.13	88.30	87.21	88.81	89.39	88.71	89.76	87.32	88.63	88.01	86.79	87.11	87.60
1085	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	87.16	88.95	87.92	88.03	87.77	88.97	89.27	87.86	87.53	88.56	88.92	88.26	90.12	88.13	88.86	89.99	87.30	87.38	89.47	90.18	89.17	89.06	88.29	87.76	87.95	88.32
1086	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.85	90.03	87.88	89.85	89.69	88.15	88.47	88.55	89.22	88.88	88.04	90.44	90.34	88.94	88.99	88.06	87.14	88.15	89.67	88.04	87.16	85.02	88.59	86.03	87.85	87.34
1087	372	72	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	88.09	88.84	88.73	88.61	88.92	89.52	89.03	88.31	87.44	88.03	89.59	89.39	88.77	88.24	87.64	88.77	88.01	88.97	88.77	90.26	87.10	86.54	89.47	88.75	89.79	87.73
1116	372	72	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	88.47	88.52	89.67	88.92	88.64	88.20	88.73	88.28	88.21	86.33	89.23	88.52	88.27	88.40	88.15	88.64	88.30	88.85	88.46	89.17	89.17	85.75	85.84	85.87	87.09	87.94
1117	372	72	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	90.15	87.48	87.99	88.60	88.14	89.45	88.68	89.16	87.77	88.17	89.99	88.97	88.38	86.90	88.68	88.34	87.97	88.73	88.91	89.22	85.46	87.49	86.97	85.29	87.24	87.06
1118	372	72	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	86.84	87.19	87.77	88.61	89.32	88.93	89.27	88.13	87.53	88.33	89.95	89.15	88.49	88.89	88.75	88.81	86.97	88.34	89.07	89.63	87.42	86.51	90.08	86.26	86.93	85.15
1119	372	72	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.94	89.94	88.42	87.96	86.91	89.28	88.92	85.96	88.96	87.87	87.93	89.50	88.40	88.61	88.29	86.92	89.92	87.86	89.10	88.14	88.98	87.90	90.05	86.08	88.40	89.38
1148	372	72	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	89.13	89.10	88.29	87.74	88.71	89.74	87.53	90.47	87.99	88.74	88.95	88.92	88.13	90.00	88.44	87.95	88.26	90.47	89.85	88.52	88.17	85.93	87.19	85.14	86.76	87.55
1149	372	72	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	86.18	89.16	87.93	88.09	88.20	89.01	88.57	89.38	86.97	87.65	90.47	88.19	88.06	88.58	88.92	89.36	88.18	88.24	90.51	89.58	86.95	85.42	85.50	86.45	88.87	87.57
1150	372	72	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	88.88	89.84	87.95	87.86	88.46	88.52	87.24	87.30	87.99	87.81	87.67	88.51	87.38	87.48	87.40	88.91	87.71	88.59	88.71	88.52	83.48	85.89	88.85	87.22	85.80	86.39
1151	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	89.18	89.66	88.51	88.86	88.91	88.15	87.84	88.95	89.41	87.41	89.18	88.24	89.20	90.19	88.40	87.49	87.50	88.19	90.44	89.48	86.36	88.11	89.48	86.97	86.93	87.26

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
28	372	72	0.10	32	0.00100	24	0.000000e+00	0.000000e+00	89.36	87.19	92.59	90.20	87.93	90.08	91.56	87.37	86.10	88.81	88.20	89.08	90.56	90.21	89.24	89.64	87.44	80.92	91.03	91.59	89.04	88.93	90.35	89.36	88.23	85.23
29	372	72	0.10	32	0.00100	24	0.000000e+00	1.000000e-08	91.54	92.17	91.65	87.77	88.68	87.76	89.49	91.09	86.49	89.68	89.33	87.07	88.39	87.38	88.54	89.66	88.66	89.55	90.16	90.29	88.54	88.34	85.61	88.71	86.68	89.30
30	372	72	0.10	32	0.00100	24	1.000000e-08	0.000000e+00	90.48	89.74	92.12	88.82	91.95	89.43	89.66	87.97	90.71	88.75	90.16	88.84	91.30	90.30	91.57	91.43	87.35	90.13	89.83	88.39	89.11	86.32	88.21	89.29	88.73	88.53
31	372	72	0.10	32	0.00100	24	1.000000e-08	1.000000e-08	91.81	91.79	91.63	91.46	89.04	89.46	91.96	91.08	91.35	90.83	91.89	88.94	91.89	92.39	89.55	92.14	91.05	89.24	88.70	89.46	89.09	91.32	93.12	92.36	90.10	89.06
60	372	72	0.10	48	0.00100	24	0.000000e+00	0.000000e+00	89.88	90.38	91.14	91.91	92.19	87.20	92.09	92.71	93.34	89.04	92.11	88.95	90.71	90.91	92.33	92.66	90.28	91.54	91.26	91.22	87.91	90.10	90.49	89.89	92.62	89.19
61	372	72	0.10	48	0.00100	24	0.000000e+00	1.000000e-08	92.02	91.59	91.73	91.24	92.00	90.28	89.85	91.51	89.79	91.56	90.72	89.14	90.67	90.91	89.85	91.20	90.64	92.04	92.25	90.37	91.82	89.25	92.42	87.65	90.41	91.58
62	372	72	0.10	48	0.00100	24	1.000000e-08	0.000000e+00	91.26	93.03	91.26	93.05	91.63	90.04	90.97	91.29	89.43	88.12	89.48	92.46	92.04	90.46	90.09	92.58	92.26	92.50	92.87	91.23	90.18	91.36	92.79	90.58	89.28	92.62
63	372	72	0.10	48	0.00100	24	1.000000e-08	1.000000e-08	90.13	92.24	91.26	89.01	91.60	90.77	89.77	93.03	91.52	88.19	92.07	91.56	92.50	92.48	89.85	89.63	91.91	89.51	89.94	91.06	91.63	91.41	91.76	90.18	89.34	90.89
92	372	72	0.10	64	0.00100	24	0.000000e+00	0.000000e+00	90.55	89.94	91.34	90.88	91.43	86.94	91.14	90.45	88.97	91.12	91.61	90.25	91.15	91.61	90.54	90.94	91.17	89.45	88.64	89.92	90.78	89.76	88.94	92.01	91.10	88.86
93	372	72	0.10	64	0.00100	24	0.000000e+00	1.000000e-08	91.59	90.97	90.47	91.24	91.64	90.41	91.24	90.06	93.02	92.45	91.30	91.53	92.28	90.42	89.78	91.51	88.30	91.99	91.17	90.41	92.34	91.23	92.51	88.95	89.79	89.46
94	372	72	0.10	64	0.00100	24	1.000000e-08	0.000000e+00	91.62	91.82	91.72	91.66	91.97	89.03	93.77	92.33	92.82	92.94	90.35	91.99	91.92	91.89	89.69	90.48	91.63	92.32	93.18	90.71	89.70	88.29	90.98	90.70	90.24	89.61
95	372	72	0.10	64	0.00100	24	1.000000e-08	1.000000e-08	24.42	89.30	90.10	90.28	90.55	90.56	90.17	91.79	92.18	88.05	91.00	93.68	90.64	90.29	92.10	89.40	90.50	88.98	93.10	93.48	91.65	91.11	89.77	90.56	90.12	88.80
124	372	72	0.10	32	0.00100	36	0.000000e+00	0.000000e+00	88.77	91.03	91.32	91.42	90.48	90.62	88.60	87.39	89.45	88.66	87.03	88.78	92.78	87.37	88.73	90.67	86.89	89.10	93.07	93.04	90.84	87.90	87.73	87.80	89.31	90.24
125	372	72	0.10	32	0.00100	36	0.000000e+00	1.000000e-08	88.69	90.45	88.77	87.49	91.27	90.37	92.29	89.86	89.94	88.28	91.68	89.77	89.44	89.96	88.08	89.81	89.01	90.76	92.78	90.07	88.95	88.09	92.95	90.56	90.76	89.58
126	372	72	0.10	32	0.00100	36	1.000000e-08	0.000000e+00	91.82	91.20	91.04	90.61	88.71	90.41	89.51	88.09	90.61	90.21	91.14	91.28	92.30	91.47	87.79	93.78	91.06	90.54	92.76	90.13	90.58	87.93	90.26	89.57	90.32	87.38
127	372	72	0.10	32	0.00100	36	1.000000e-08	1.000000e-08	91.32	91.18	93.19	91.18	89.90	88.77	88.02	90.47	90.82	89.27	91.54	88.32	92.23	89.15	89.45	88.47	91.12	90.44	91.83	90.59	91.47	91.37	91.18	89.48	89.81	89.05
156	372	72	0.10	48	0.00100	36	0.000000e+00	0.000000e+00	92.03	90.09	92.09	91.49	91.03	87.98	91.36	90.89	90.35	88.84	91.72	87.98	91.09	90.69	88.71	89.44	90.77	92.36	92.47	90.20	89.21	90.60	92.65	90.19	90.62	88.86
157	372	72	0.10	48	0.00100	36	0.000000e+00	1.000000e-08	93.57	92.29	91.92	89.78	91.06	90.76	88.33	90.09	90.13	89.22	91.09	90.89	90.27	91.20	89.91	91.99	92.35	89.61	91.65	94.37	91.05	89.36	89.80	90.90	89.63	89.89
158	372	72	0.10	48	0.00100	36	1.000000e-08	0.000000e+00	91.97	89.73	91.79	92.17	89.70	91.75	91.14	90.59	92.97	91.73	93.49	91.04	91.61	92.76	90.19	90.76	91.86	88.44	92.44	93.62	88.83	90.91	93.05	91.00	91.10	90.46
159	372	72	0.10	48	0.00100	36	1.000000e-08	1.000000e-08	91.59	91.28	92.07	89.10	92.45	90.34	91.66	90.06	92.05	91.61	92.65	89.21	93.61	91.70	89.64	90.46	92.47	92.38	92.46	90.58	91.00	87.54	92.56	88.21	89.56	87.73
188	372	72	0.10	64	0.00100	36	0.000000e+00	0.000000e+00	90.52	87.58	89.78	91.77	86.12	90.52	92.34	91.68	92.51	89.33	89.72	91.78	92.57	90.57	91.87	91.41	89.67	89.54	91.40	91.39	91.32	90.97	90.67	89.65	89.15	89.42
189	372	72	0.10	64	0.00100	36	0.000000e+00	1.000000e-08	91.18	91.28	92.81	92.23	94.37	92.10	91.19	90.71	91.73	92.42	90.86	90.88	92.14	91.81	90.82	92.53	91.46	92.03	91.43	91.49	90.13	90.65	91.92	90.81	90.49	91.70
190	372	72	0.10	64	0.00100	36	1.000000e-08	0.000000e+00	93.11	91.40	92.18	93.65	92.05	90.24	90.73	91.36	92.49	92.01	87.50	90.12	90.37	90.48	92.21	91.00	91.09	90.96	91.80	90.88	92.59	91.07	91.51	91.13	91.27	89.07
191	372	72	0.10	64	0.00100	36	1.000000e-08	1.000000e-08	91.85	92.27	92.86	89.15	91.53	89.13	90.70	92.66	92.76	91.35	91.75	91.49	92.97	92.20	89.42	90.30	91.96	90.03	93.41	92.31	88.20	90.74	90.29	90.21	89.58	91.46
220	372	72	0.10	32	0.00100	48	0.000000e+00	0.000000e+00	89.79	90.79	90.49	88.15	89.18	88.16	89.59	90.88	87.47	89.42	89.67	93.09	86.98	91.15	88.48	89.48	92.65	91.15	93.26	93.11	89.03	91.18	92.22	90.16	89.97	88.87
221	372	72	0.10	32	0.00100	48	0.000000e+00	1.000000e-08	91.14	91.24	91.09	89.81	91.58	90.73	24.42	91.69	90.97	88.47	91.49	89.33	92.60	92.98	92.64	92.00	91.89	87.84	91.44	91.61	92.12	91.39	91.50	90.41	89.08	89.62
222	372	72	0.10	32	0.00100	48	1.000000e-08	0.000000e+00	93.21	87.69	93.08	90.45	89.93	91.76	90.77	88.69	91.71	89.10	87.97	91.28	90.46	90.05	90.82	90.22	90.14	89.75	89.27	89.93	90.28	90.31	92.55	90.55	90.02	90.40
223	372	72	0.10	32	0.00100	48	1.000000e-08	1.000000e-08	89.68	89.97	92.77	90.21	92.30	88.29	86.38	90.68	88.65	90.95	88.61	89.48	89.13	90.06	87.88	91.92	89.42	89.35	92.03	91.71	90.10	89.97	91.63	88.21	89.55	86.90
252	372	72	0.10	48	0.00100	48	0.000000e+00	0.000000e+00	91.00	92.21	92.93	90.24	90.92	89.91	91.29	91.04	89.78	89.72	90.91	92.39	93.86	90.87	88.93	92.12	90.86	90.58	89.84	92.00	89.74	91.08	89.34	89.85	89.79	88.19
253	372	72	0.10	48	0.00100	48	0.000000e+00	1.000000e-08	92.48	91.14	92.23	91.24	92.40	91.68	91.58	93.73	92.08	89.20	94.47	87.73	91.61	91.45	90.92	91.42	91.12	89.85	90.89	91.38	93.44	92.23	91.78	91.12	90.40	89.28
254	372	72	0.10	48	0.00100	48	1.000000e-08	0.000000e+00	91.76	90.46	92.51	90.42	90.78	91.82	92.55	93.28	92.39	90.66	92.18	87.65	92.53	92.31	90.01	89.01	90.13	88.70	89.96	89.69	90.38	92.13	90.19	90.55	90.12	90.75
255	372	72	0.10	48	0.00100	48	1.000000e-08	1.000000e-08	89.95	91.65	90.00	90.02	89.02	92.75	92.44	90.66	90.60	92.00	89.29	91.78	91.61	92.85	91.35	89.34	91.80	88.28	92.76	92.01	91.38	90.37	87.65	89.65	88.28	90.30
284	372	72	0.10	64	0.00100	48	0.000000e+00	0.000000e+00	91.53	91.70	90.86	93.24	90.82	88.73	93.71	92.77	91.58	92.94	89.64	90.11	92.00	91.89	89.28	90.00	92.37	93.55	92.60	90.56	88.48	89.47	90.76	89.69	88.09	89.92
285	372	72	0.10	64	0.00100	48	0.000000e+00	1.000000e-08	89.87	91.30	90.69	92.49	91.90	90.45	91.79	91.69	92.35	92.19	91.47	90.25	92.61	91.77	89.86	93.11	89.21	89.32	93.60	89.97	92.92	89.34	92.84	91.00	89.46	90.27
286	372	72	0.10	64	0.00100	48	1.000000e-08	0.000000e+00	93.39	92.18	90.00	89.51	91.47	91.04	92.96	92.26	90.61	93.00	90.59	92.09	91.28	92.03	92.51	92.99	91.91	91.81	92.95	91.36	90.67	90.53	89.22	91.11	89.90	90.14
287	372	72	0.10	64	0.00100	48	1.000000e-08	1.000000e-08	93.96	90.93	93.51	89.56	92.43	90.41	90.19	92.26	91.69	90.59	93.31	91.12	93.01	92.12	92.30	92.56	90.75	91.20	89.95	91.66	90.16	92.82	93.03	91.53	90.99	90.03
316	372	72	0.10	32	0.00001	24	0.000000e+00	0.000000e+00	89.96	89.45	90.48	87.37	87.31	89.42	88.64	88.99	91.09	87.79	88.77	88.16	90.19	88.64	86.21	89.37	89.64	87.75	88.56	91.51	90.97	90.43	89.65	88.81	86.78	88.14
317	372	72	0.10	32	0.00001	24	0.000000e+00	1.000000e-08	90.60	89.18	90.79	88.61	88.79	90.03	90.61	90.13	89.90	89.44	90.46	89.21	87.62	88.43	90.71	89.07	89.02	89.95	88.44	91.19	92.38	89.79	91.38	90.30	89.64	89.83
318	372	72	0.10	32	0.00001	24	1.000000e-08	0.000000e+00	87.74	90.40	92.88	90.72	90.76	88.47	87.15	90.26	88.18	89.65	89.14	87.98	89.13	89.05	86.25	90.23	89.59	85.74	87.66	88.37	90.13	90.58	90.58	89.47	89.96	88.20
319	372	72	0.10	32	0.00001	24	1.000000e-08	1.000000e-08	89.38	89.29	91.41	87.29	91.23	89.74	91.63	89.46	90.43	91.13	91.24	89.06	88.88	90.29	91.11	91.76	86.05	89.80	91.01	87.27	89.36	93.13	91.20	88.46	87.58	88.70
348	372	72	0.10	48	0.00001	24	0.000000e+00	0.000000e+00	91.55	90.80	92.27	87.38	89.22	91.57	89.70	88.61	91.86	90.84	87.38	89.11	91.06	89.81	90.33	91.21	87.43	89.33	89.44	88.99	88.64	89.35	89.43	88.41	88.46	89.82
349	372	72	0.10	48	0.00001	24	0.000000e+00	1.000000e-08	92.79	92.38	91.30	91.44	90.71	91.48	91.03	90.64	91.75	91.76	91.73	93.37	92.10	92.06	90.10	92.57	92.06	91.65	91.58	91.25	92.28	92.08	91.12	89.96	90.10	89.55
350	372	72	0.10	48	0.00001	24	1.000000e-08	0.000000e+00	90.38	94.22	92.25	92.19	92.95	90.95	89.89	91.66	91.35	92.02	92.53	90.38	91.48	90.51	90.68	92.35	91.65	90.87	90.67	91.33	92.66	91.24	90.63	91.96	89.71	91.41
351	372	72	0.10	48	0.00001	24	1.000000e-08	1.000000e-08	90.01	89.73	93.00	89.33	91.69	91.83	91.40	91.30	92.03	90.39	91.06	89.99	92.17	89.92	91.74	92.06	92.55	91.29	92.27	89.03	90.18	92.12	91.88	90.08	88.37	88.98
380	372	72	0.10	64	0.00001	24	0.000000e+00	0.000000e+00	92.18	89.68	93.00	90.27	89.42	91.33	91.10	92.29	91.18	88.83	90.70	89.25	90.68	91.09	91.84	91.69	89.45	89.60	90.92	90.75	90.66	92.43	86.94	89.45	89.45	90.03
381	372	72	0.10	64	0.00001	24	0.000000e+00	1.000000e-08	91.91	91.44	94.31	91.56	92.24	91.16	91.17	92.72	91.24	90.60	93.18	90.33	93.11	90.42	91.92	91.46	89.50	92.80	92.75	91.49	90.45	89.16	91.15	92.45	91.10	88.62
382	372	72	0.10	64	0.00001	24	1.000000e-08	0.000000e+00	92.90	91.50	92.71	90.63	89.89	90.54	91.15	90.99	90.58	90.30	89.10	88.33	92.79	90.38	90.79	91.14	93.29	92.70	90.41	90.95	92.12	91.26	89.87	91.45	89.59	88.74
383	372	72	0.10	64	0.00001	24	1.000000e-08	1.000000e-08	92.41	91.10	91.29	90.93	92.05	91.16	92.19	90.57	92.13	89.89	93.70	90.46	91.62	92.56	90.59	90.49	90.49	90.02	92.30	90.60	91.40	90.71	89.40	89.81	89.20	89.40
412	372	72	0.10	32	0.00001	36	0.000000e+00	0.000000e+00	89.56	91.19	93.30	88.00	91.17	88.44	91.34	89.68	91.30	91.61	89.84	88.64	90.43	92.51	88.66	88.61	88.77	88.96	90.68	87.85	90.60	90.21	24.42	90.70	89.07	88.48
413	372	72	0.10	32	0.00001	36	0.000000e+00	1.000000e-08	90.20	91.18	90.02	91.35	91.38	89.75	89.97	91.20	89.95	87.33	90.68	90.03	91.09	90.96	88.48	90.62	90.13	88.76	89.89	90.77	89.76	89.33	91.17	89.08	89.92	90.59
414	372	72	0.10	32	0.00001	36	1.000000e-08	0.000000e+00	89.47	90.17	89.81	92.97	88.98	88.40	89.62	90.08	91.65	84.81	91.47	88.96	90.54	91.48	89.48	89.83	88.14	88.85	88.49	89.74	89.19	88.92	91.07	88.97	91.09	88.68
415	372	72	0.10	32	0.00001	36	1.000000e-08	1.000000e-08	93.01	92.02	90.73	91.35	92.64	91.50	89.14	92.33	90.25	86.19	91.41	89.98	92.13	90.88	89.79	90.40	87.33	90.61	89.02	89.38	90.81	90.98	91.91	92.33	90.73	88.69
444	372	72	0.10	48	0.00001	36	0.000000e+00	0.000000e+00	91.61	90.30	93.39	91.43	90.84	91.73	90.83	88.14	91.80	87.74	89.79	91.03	91.05	90.75	88.75	89.72	89.78	90.09	90.94	90.22	90.27	90.01	88.64	89.75	91.65	90.54
445	372	72	0.10	48	0.00001	36	0.000000e+00	1.000000e-08	88.78	91.36	92.14	92.10	90.82	90.61	91.24	90.09	92.66	91.50	90.08	89.58	91.39	90.42	87.96	91.73	90.03	91.12	90.53	91.32	90.49	89.51	89.89	89.77	89.46	90.36
446	372	72	0.10	48	0.00001	36	1.000000e-08	0.000000e+00	91.39	90.91	93.09	93.74	91.53	90.74	89.92	91.21	92.35	92.60	89.93	90.79	89.85	92.03	92.27	92.82	92.91	90.68	89.42	90.89	91.82	90.27	91.47	90.33	92.10	88.07
447	372	72	0.10	48	0.00001	36	1.000000e-08	1.000000e-08	91.48	93.64	89.75	90.13	89.86	90.40	90.10	91.52	91.05	90.29	93.16	90.95	91.07	91.81	90.78	90.89	92.18	91.83	93.27	89.45	91.19	92.72	90.08	91.51	89.29	90.27
476	372	72	0.10	64	0.00001	36	0.000000e+00	0.000000e+00	90.15	88.80	89.41	91.32	88.51	87.85	88.94	87.07	90.79	90.68	89.96	89.62	92.95	89.11	88.31	89.69	90.89	88.86	92.06	90.03	90.19	88.81	89.65	88.75	89.17	87.13
477	372	72	0.10	64	0.00001	36	0.000000e+00	1.000000e-08	90.70	91.69	92.50	90.63	92.83	88.85	92.31	91.04	91.07	92.35	91.57	91.42	90.94	91.23	89.90	90.07	91.46	89.29	92.84	92.74	91.04	90.63	91.95	92.63	90.43	90.59
478	372	72	0.10	64	0.00001	36	1.000000e-08	0.000000e+00	89.22	89.17	91.80	91.28	91.20	92.00	92.53	90.20	91.09	92.42	89.52	88.69	92.41	92.86	90.54	90.77	91.82	90.36	93.45	91.04	89.57	92.03	91.02	92.40	92.31	89.92
479	372	72	0.10	64	0.00001	36	1.000000e-08	1.000000e-08	90.69	90.61	92.09	91.66	90.44	91.89	89.29	90.41	90.75	91.07	89.68	91.03	92.20	91.87	89.86	91.10	92.57	90.95	91.85	93.80	88.82	92.06	90.76	91.51	92.07	90.47
508	372	72	0.10	32	0.00001	48	0.000000e+00	0.000000e+00	91.73	92.76	91.47	90.44	92.17	87.87	90.32	90.79	91.46	88.79	90.71	88.77	90.57	89.76	89.35	90.03	89.91	92.48	90.59	89.11	88.97	88.40	90.54	89.69	89.69	88.74
509	372	72	0.10	32	0.00001	48	0.000000e+00	1.000000e-08	89.98	90.72	90.74	88.75	91.45	93.18	89.34	91.22	90.21	89.89	90.90	89.55	90.75	91.37	89.86	90.46	88.25	87.93	89.31	88.93	90.66	88.80	91.89	90.65	90.66	89.19
510	372	72	0.10	32	0.00001	48	1.000000e-08	0.000000e+00	90.01	89.13	92.34	91.11	90.60	91.55	90.56	92.93	89.44	90.79	91.73	90.89	90.42	90.03	88.57	92.51	88.41	90.80	89.13	91.62	90.76	90.66	90.27	90.66	90.99	90.07
511	372	72	0.10	32	0.00001	48	1.000000e-08	1.000000e-08	91.44	92.21	93.75	88.63	89.85	88.74	91.46	90.10	91.86	92.99	91.47	90.63	91.45	88.69	89.95	90.66	89.39	87.83	91.43	92.90	91.06	91.14	92.57	90.02	91.81	88.78
540	372	72	0.10	48	0.00001	48	0.000000e+00	0.000000e+00	90.45	90.91	89.68	90.21	90.53	91.62	92.33	92.73	92.73	91.58	90.85	91.32	92.11	89.17	89.97	90.67	90.84	91.98	93.22	91.79	89.03	90.90	91.53	89.11	89.19	87.94
541	372	72	0.10	48	0.00001	48	0.000000e+00	1.000000e-08	91.49	92.61	91.44	89.80	93.23	89.67	91.59	89.51	90.86	91.35	94.13	93.27	90.40	90.96	89.93	89.82	91.02	91.51	91.02	92.47	90.46	90.92	91.98	90.84	91.50	89.77
542	372	72	0.10	48	0.00001	48	1.000000e-08	0.000000e+00	92.07	89.60	92.03	91.66	92.58	91.56	91.51	90.99	90.30	88.76	89.44	91.34	92.85	92.79	91.22	89.54	90.04	90.30	92.18	90.82	92.21	90.89	90.80	90.29	91.50	90.08
543	372	72	0.10	48	0.00001	48	1.000000e-08	1.000000e-08	90.64	91.82	90.04	89.35	89.45	91.62	90.45	93.04	90.89	90.11	91.64	90.22	91.52	92.00	89.81	90.81	91.30	90.69	91.81	91.03	90.20	88.91	90.98	90.60	90.42	89.95
572	372	72	0.10	64	0.00001	48	0.000000e+00	0.000000e+00	92.40	90.98	93.16	88.58	91.89	89.99	90.52	91.11	91.50	91.97	91.77	90.27	89.59	91.94	89.24	93.30	93.31	91.64	91.81	90.52	89.63	90.06	92.12	89.60	90.47	88.20
573	372	72	0.10	64	0.00001	48	0.000000e+00	1.000000e-08	91.23	91.80	89.71	91.36	91.52	92.02	91.65	89.06	92.28	88.57	92.04	92.43	93.59	91.27	89.27	88.15	91.84	90.83	91.68	90.48	89.24	90.31	91.89	89.85	90.59	92.20
574	372	72	0.10	64	0.00001	48	1.000000e-08	0.000000e+00	91.32	91.49	89.88	92.75	90.67	90.14	90.62	89.84	93.28	92.66	92.32	90.18	92.72	92.79	87.62	93.26	92.00	88.65	90.59	89.72	89.90	89.10	93.80	87.39	90.85	89.53
575	372	72	0.10	64	0.00001	48	1.000000e-08	1.000000e-08	90.46	92.14	92.19	90.22	91.59	90.44	88.66	91.87	90.35	91.33	92.59	90.88	92.00	93.47	89.04	92.60	90.74	91.10	92.62	92.45	91.49	91.48	92.53	91.58	91.44	89.64
604	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	91.28	89.25	90.00	88.84	90.22	89.33	91.58	88.39	87.00	88.54	88.92	89.74	88.53	90.30	88.02	89.93	91.58	90.95	91.30	90.58	90.46	90.50	89.91	88.00	90.24	88.95
605	372	72	0.01	32	0.00100	24	0.000000e+00	1.000000e-08	90.49	88.37	91.40	90.35	90.75	88.78	90.26	89.12	89.15	88.12	88.80	87.07	87.41	88.80	88.85	90.62	90.85	89.81	90.92	90.21	91.08	88.76	93.53	90.05	90.48	87.64
606	372	72	0.01	32	0.00100	24	1.000000e-08	0.000000e+00	91.28	89.29	90.50	91.51	90.59	90.84	90.07	88.64	90.57	89.44	92.05	89.37	88.81	89.65	89.23	90.02	90.76	92.75	90.49	91.09	91.75	89.86	90.80	89.24	91.00	88.74
607	372	72	0.01	32	0.00100	24	1.000000e-08	1.000000e-08	91.25	91.02	88.80	89.07	89.40	90.89	90.07	90.06	88.99	89.77	90.61	87.94	90.82	90.14	89.32	89.35	88.54	89.11	91.35	90.76	86.99	87.53	91.38	90.98	89.60	89.24
636	372	72	0.01	48	0.00100	24	0.000000e+00	0.000000e+00	90.60	89.88	90.91	89.81	90.61	91.14	88.88	91.08	91.01	90.87	89.10	92.36	90.89	89.58	87.79	90.63	89.13	90.16	92.34	90.85	89.74	89.20	90.27	91.47	91.45	91.56
637	372	72	0.01	48	0.00100	24	0.000000e+00	1.000000e-08	89.57	90.64	90.79	90.52	90.45	92.48	90.30	88.29	89.50	90.79	91.24	90.34	90.28	92.31	87.24	91.08	91.57	89.96	91.98	90.37	88.90	89.09	91.21	92.24	91.25	90.35
638	372	72	0.01	48	0.00100	24	1.000000e-08	0.000000e+00	90.53	90.57	91.50	89.76	91.50	90.46	91.07	89.33	91.11	90.41	89.39	88.26	90.44	91.48	89.86	88.31	91.49	89.05	91.77	89.90	89.63	87.59	92.45	90.40	89.00	91.74
639	372	72	0.01	48	0.00100	24	1.000000e-08	1.000000e-08	89.34	91.25	90.73	90.31	91.04	90.77	90.97	89.21	88.24	89.19	92.08	89.38	87.38	90.43	89.43	89.77	90.77	90.41	91.31	91.08	91.27	88.35	91.26	89.02	90.07	90.08
668	372	72	0.01	64	0.00100	24	0.000000e+00	0.000000e+00	90.35	89.75	93.00	90.35	90.32	89.00	91.10	90.45	89.96	91.11	91.56	91.93	90.49	91.63	88.89	92.06	93.10	90.98	92.18	90.57	89.37	89.07	90.91	91.00	89.24	92.71
669	372	72	0.01	64	0.00100	24	0.000000e+00	1.000000e-08	90.43	90.78	92.04	91.81	89.34	90.82	90.52	89.91	88.29	89.06	91.80	91.73	88.60	90.56	90.59	89.74	91.80	91.10	92.77	89.39	91.21	88.20	91.52	89.86	89.23	90.48
670	372	72	0.01	64	0.00100	24	1.000000e-08	0.000000e+00	89.17	89.82	91.73	90.33	90.50	90.72	89.49	91.28	90.63	89.72	89.95	90.71	91.40	90.00	88.87	89.82	89.62	90.75	92.88	90.00	91.35	89.35	92.82	90.42	88.79	90.84
671	372	72	0.01	64	0.00100	24	1.000000e-08	1.000000e-08	91.26	87.94	90.76	90.01	89.95	92.01	90.56	89.59	91.37	90.58	90.53	90.92	89.00	91.39	89.22	89.40	91.44	88.64	91.31	90.18	90.58	90.65	92.89	88.42	89.74	88.68
700	372	72	0.01	32	0.00100	36	0.000000e+00	0.000000e+00	87.57	90.64	89.44	89.36	89.84	87.67	88.58	89.16	89.34	88.39	89.09	88.46	86.09	88.52	90.32	87.88	89.90	86.52	92.12	89.59	90.41	88.15	91.21	89.10	88.89	87.74
701	372	72	0.01	32	0.00100	36	0.000000e+00	1.000000e-08	91.68	90.02	88.67	89.12	92.25	90.59	90.86	90.83	90.12	90.41	91.66	88.91	89.80	90.68	90.23	89.21	90.63	91.08	88.64	90.42	91.80	88.33	90.05	90.15	91.86	87.46
702	372	72	0.01	32	0.00100	36	1.000000e-08	0.000000e+00	89.00	89.65	91.29	88.50	89.26	89.58	90.61	89.36	90.47	90.77	90.00	89.08	89.14	90.63	91.07	89.59	91.25	92.26	89.94	91.35	90.41	89.16	92.65	90.21	89.26	90.10
703	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.19	88.05	91.07	89.84	89.49	89.01	90.39	89.65	90.01	87.71	90.70	90.33	89.65	89.83	89.83	90.78	90.50	89.88	91.72	87.84	90.92	88.43	90.25	88.65	88.94	88.52
732	372	72	0.01	48	0.00100	36	0.000000e+00	0.000000e+00	89.91	88.71	89.55	89.15	89.03	90.14	89.26	87.95	89.94	88.59	90.61	88.55	88.26	91.05	89.09	90.83	91.11	90.31	90.88	89.46	90.95	88.00	88.11	90.62	87.82	89.38
733	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	90.92	89.43	91.30	88.72	89.20	90.82	91.04	89.98	89.15	90.38	91.37	89.13	90.53	90.17	89.20	90.19	91.05	89.88	92.30	90.76	89.63	90.45	92.86	90.32	90.65	89.36
734	372	72	0.01	48	0.00100	36	1.000000e-08	0.000000e+00	90.50	89.81	90.67	90.33	91.25	90.56	88.80	90.10	91.58	90.55	92.44	90.84	88.24	91.54	90.88	91.31	89.51	90.63	91.64	90.32	92.17	90.48	93.07	89.76	89.59	91.90
735	372	72	0.01	48	0.00100	36	1.000000e-08	1.000000e-08	90.37	90.32	90.53	89.66	89.79	91.77	89.84	90.11	90.60	90.36	92.34	89.84	89.87	90.40	90.64	90.35	90.35	91.41	92.62	88.29	91.23	88.55	92.34	90.14	89.95	89.91
764	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.10	89.34	91.08	88.90	88.19	90.81	88.65	90.29	91.79	90.95	92.08	90.35	91.05	89.00	91.23	90.09	92.25	91.36	91.76	91.22	90.89	88.73	93.05	90.13	89.99	90.75
765	372	72	0.01	64	0.00100	36	0.000000e+00	1.000000e-08	91.36	92.21	91.96	91.31	92.67	90.64	89.05	88.76	90.67	90.59	91.91	90.78	90.37	91.55	89.07	90.35	92.52	91.74	92.34	90.04	89.34	91.36	93.08	91.19	92.43	91.85
766	372	72	0.01	64	0.00100	36	1.000000e-08	0.000000e+00	92.96	90.51	90.47	90.80	91.04	90.92	90.89	89.73	90.23	91.96	91.78	90.44	90.21	88.20	90.62	87.98	89.23	91.13	92.08	89.04	88.53	90.29	93.48	89.58	89.25	89.61
767	372	72	0.01	64	0.00100	36	1.000000e-08	1.000000e-08	91.92	90.08	91.36	91.30	92.18	90.95	89.91	89.22	88.73	88.96	93.52	91.42	91.27	90.10	88.69	89.90	90.65	91.27	92.53	91.02	88.20	88.54	91.03	88.82	91.37	90.02
796	372	72	0.01	32	0.00100	48	0.000000e+00	0.000000e+00	90.31	89.72	89.81	88.47	90.05	90.28	90.89	89.40	88.62	90.84	91.21	89.63	91.37	90.30	88.83	90.26	91.08	85.19	90.79	90.51	89.77	89.90	91.46	91.06	89.55	85.94
797	372	72	0.01	32	0.00100	48	0.000000e+00	1.000000e-08	89.84	91.58	89.63	88.93	90.13	88.72	89.77	88.64	89.01	87.08	86.66	88.73	85.98	90.08	91.33	90.13	90.47	90.57	91.12	90.51	90.52	91.05	93.03	90.29	88.36	86.71
798	372	72	0.01	32	0.00100	48	1.000000e-08	0.000000e+00	90.15	89.83	90.30	88.73	90.00	90.26	90.57	89.01	90.60	88.00	91.56	89.60	90.75	91.80	92.60	90.19	89.90	88.77	91.26	89.92	90.62	87.72	90.05	90.62	90.71	89.08
799	372	72	0.01	32	0.00100	48	1.000000e-08	1.000000e-08	89.22	90.14	89.60	87.23	87.94	90.21	87.95	88.49	87.34	87.91	89.11	85.71	88.65	89.11	88.29	91.13	86.36	88.23	87.37	88.66	89.12	87.38	92.11	88.43	89.54	88.58
828	372	72	0.01	48	0.00100	48	0.000000e+00	0.000000e+00	90.11	90.04	90.86	90.82	90.67	92.67	90.33	90.23	89.15	89.11	91.71	89.25	88.23	91.83	91.31	90.66	91.11	91.09	90.57	92.30	89.54	91.16	92.10	91.30	89.49	90.33
829	372	72	0.01	48	0.00100	48	0.000000e+00	1.000000e-08	91.05	90.04	91.17	92.04	90.33	91.66	90.99	88.21	90.34	89.08	92.75	89.53	88.84	90.66	90.36	89.55	91.55	89.48	91.81	91.43	92.55	88.25	92.76	89.84	92.07	90.35
830	372	72	0.01	48	0.00100	48	1.000000e-08	0.000000e+00	91.32	90.41	92.79	90.17	88.74	92.71	90.47	89.86	89.95	88.41	91.88	89.44	91.26	89.39	88.67	89.63	92.56	89.79	90.92	90.33	85.88	90.96	89.87	91.59	92.86	91.92
831	372	72	0.01	48	0.00100	48	1.000000e-08	1.000000e-08	91.50	89.37	91.57	90.04	92.31	90.56	89.17	90.60	89.54	91.15	90.89	89.10	90.86	92.05	90.16	91.14	90.88	91.20	91.58	89.72	91.47	88.68	90.48	89.35	89.99	90.65
860	372	72	0.01	64	0.00100	48	0.000000e+00	0.000000e+00	91.83	91.97	92.05	90.55	89.99	91.18	92.03	90.63	88.93	90.00	91.54	89.98	90.42	92.20	88.89	92.27	91.08	90.31	91.03	91.31	90.51	88.61	92.49	89.90	89.78	91.53
861	372	72	0.01	64	0.00100	48	0.000000e+00	1.000000e-08	91.17	90.32	92.58	90.27	89.76	90.90	90.41	86.44	92.22	91.26	92.49	90.54	91.64	90.16	91.65	91.24	91.58	90.54	92.30	91.22	90.62	90.06	93.22	91.68	90.27	92.14
862	372	72	0.01	64	0.00100	48	1.000000e-08	0.000000e+00	91.69	91.04	91.04	90.57	90.32	89.93	90.27	88.84	90.80	90.04	90.94	88.72	90.76	90.07	90.80	89.51	90.62	91.53	91.80	91.73	90.88	89.70	91.01	88.58	92.24	90.82
863	372	72	0.01	64	0.00100	48	1.000000e-08	1.000000e-08	90.45	89.87	91.90	90.73	90.46	89.73	90.83	92.66	90.80	91.03	91.81	89.64	92.19	91.04	91.56	90.44	91.29	91.84	93.01	90.11	90.15	92.42	93.70	90.47	91.46	91.22
892	372	72	0.01	32	0.00001	24	0.000000e+00	0.000000e+00	89.33	88.60	88.59	89.21	90.32	89.26	88.70	89.32	88.57	89.11	91.16	88.52	90.35	89.61	89.84	90.11	89.82	91.06	91.20	90.91	90.91	89.50	88.42	90.10	91.65	88.97
893	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.05	90.80	87.25	87.28	89.73	89.62	89.52	88.87	89.83	89.54	90.79	92.00	88.26	90.36	91.09	91.18	93.01	92.48	90.30	90.27	92.52	88.41	89.41	88.67	90.35	89.73
894	372	72	0.01	32	0.00001	24	1.000000e-08	0.000000e+00	89.84	88.85	91.31	90.51	89.14	89.05	89.23	90.83	90.17	89.77	92.25	88.18	88.74	90.61	89.32	89.53	89.81	88.36	90.09	88.44	91.19	87.91	89.32	89.33	89.36	88.04
895	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.56	89.33	90.41	89.09	89.99	88.96	90.11	90.43	88.36	89.94	88.64	88.78	89.79	91.10	88.82	89.96	91.05	92.32	90.32	90.01	90.55	89.75	90.56	90.33	91.69	89.32
924	372	72	0.01	48	0.00001	24	0.000000e+00	0.000000e+00	89.97	89.86	92.65	90.53	91.05	90.21	90.52	90.62	88.89	89.52	90.59	90.56	89.85	90.07	89.78	90.62	89.46	90.30	91.84	90.27	85.02	90.36	92.52	92.31	91.18	90.45
925	372	72	0.01	48	0.00001	24	0.000000e+00	1.000000e-08	89.90	91.18	92.48	91.33	90.42	90.25	90.24	90.87	88.94	89.24	92.25	89.75	90.19	89.97	88.32	91.21	89.41	90.78	91.50	91.65	91.03	88.28	92.15	89.80	91.13	89.40
926	372	72	0.01	48	0.00001	24	1.000000e-08	0.000000e+00	90.96	90.80	91.79	88.09	89.47	89.28	88.38	88.44	92.85	91.45	90.51	90.01	90.53	90.59	87.69	90.48	91.74	90.80	91.00	90.48	91.12	87.79	92.54	88.90	88.67	90.16
927	372	72	0.01	48	0.00001	24	1.000000e-08	1.000000e-08	90.00	89.27	91.20	91.38	90.91	90.28	89.63	90.13	89.60	87.23	90.87	89.80	91.93	92.02	89.10	91.82	90.84	90.49	91.68	88.44	90.86	87.79	91.82	89.95	91.52	91.06
956	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.76	92.27	92.45	89.89	91.51	92.01	89.46	90.29	89.88	88.57	89.61	90.23	90.61	90.02	91.53	91.87	89.78	92.29	91.29	91.59	92.81	90.82	91.48	90.84	92.74	90.47
957	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.43	91.34	93.24	90.71	92.13	91.29	92.28	90.71	90.50	90.12	93.72	92.29	90.21	90.82	88.49	89.66	89.79	91.57	92.74	87.28	91.19	88.69	92.06	88.96	90.68	90.81
958	372	72	0.01	64	0.00001	24	1.000000e-08	0.000000e+00	91.35	90.83	91.55	90.83	91.31	91.49	91.20	87.99	91.52	90.36	92.60	89.92	91.23	90.75	88.94	91.72	92.04	91.00	91.39	90.16	89.99	91.08	91.87	89.27	88.02	90.60
959	372	72	0.01	64	0.00001	24	1.000000e-08	1.000000e-08	90.31	90.70	92.83	91.59	91.75	92.02	88.59	88.26	91.14	91.19	91.80	89.81	90.46	91.16	91.82	91.63	90.09	90.72	90.62	90.15	91.87	89.61	92.49	91.71	90.81	90.59
988	372	72	0.01	32	0.00001	36	0.000000e+00	0.000000e+00	89.28	91.52	89.01	90.36	87.58	89.91	91.08	89.05	89.69	88.74	91.76	89.36	89.09	90.36	89.49	89.90	92.22	88.72	92.47	90.95	87.70	91.23	88.48	90.36	90.26	87.91
989	372	72	0.01	32	0.00001	36	0.000000e+00	1.000000e-08	89.85	90.58	90.51	90.25	89.54	92.20	90.23	88.81	89.10	88.94	91.51	88.06	87.69	89.27	89.59	89.99	89.58	89.59	90.71	89.47	89.02	88.36	90.29	89.18	89.39	90.37
990	372	72	0.01	32	0.00001	36	1.000000e-08	0.000000e+00	89.01	88.32	91.06	90.76	89.43	88.83	88.49	89.82	87.93	90.78	90.26	89.45	89.16	91.12	90.32	86.76	91.99	89.73	88.52	89.54	86.97	90.42	92.30	90.66	89.47	88.64
991	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.99	89.34	89.17	90.16	89.37	84.82	89.69	90.32	89.83	86.17	90.66	89.57	87.61	88.77	90.34	91.03	90.82	91.30	91.53	89.27	90.57	87.76	91.98	90.31	91.33	89.43
1020	372	72	0.01	48	0.00001	36	0.000000e+00	0.000000e+00	91.02	93.15	90.87	89.83	91.40	91.25	89.55	88.74	89.56	89.81	91.26	88.35	88.88	91.53	90.82	89.26	90.81	89.53	88.59	90.02	90.55	89.00	90.98	90.84	91.10	89.31
1021	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.83	92.04	90.70	89.72	91.06	92.51	90.97	90.36	91.39	92.40	90.83	87.91	89.63	86.85	88.50	90.95	91.63	90.42	91.42	92.80	90.13	91.02	91.22	91.61	91.98	90.54
1022	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.81	89.88	91.36	89.09	91.34	89.83	91.34	88.95	88.49	91.19	92.07	88.42	89.81	89.74	85.84	90.91	91.01	89.75	91.58	91.69	91.32	89.88	91.06	92.09	89.74	89.60
1023	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.33	91.10	91.85	91.09	91.08	87.74	89.30	91.06	91.35	90.28	92.05	89.46	90.23	91.74	90.85	89.14	90.69	90.77	93.23	91.04	91.80	88.58	91.60	90.34	89.69	91.60
1052	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.44	90.29	90.97	91.33	89.79	91.05	91.50	90.91	90.48	88.72	92.44	90.57	89.53	90.63	89.85	91.19	91.81	91.63	91.00	91.29	92.44	90.53	92.75	89.71	89.64	91.21
1053	372	72	0.01	64	0.00001	36	0.000000e+00	1.000000e-08	88.57	90.57	90.85	92.05	91.43	91.15	91.55	91.81	90.38	90.78	92.02	91.20	89.86	90.97	90.16	91.51	92.18	91.62	92.75	90.77	89.84	90.23	91.63	91.56	91.55	89.77
1054	372	72	0.01	64	0.00001	36	1.000000e-08	0.000000e+00	92.18	88.33	90.48	90.65	89.11	91.54	90.45	90.08	90.18	90.53	91.50	90.01	89.23	91.44	90.86	90.95	90.60	89.92	91.76	89.74	91.37	91.87	93.02	89.62	90.77	90.89
1055	372	72	0.01	64	0.00001	36	1.000000e-08	1.000000e-08	90.60	91.30	92.49	89.85	92.31	89.01	90.16	91.11	90.70	90.02	93.75	92.23	89.58	92.99	89.05	90.36	91.36	89.86	91.95	89.31	89.84	91.09	91.84	90.07	91.64	89.36
1084	372	72	0.01	32	0.00001	48	0.000000e+00	0.000000e+00	87.08	89.83	90.45	89.12	91.72	90.32	90.33	87.89	91.43	88.63	90.04	88.26	89.68	90.54	89.57	90.66	89.15	90.64	91.32	90.64	89.78	91.57	91.03	89.61	90.50	89.79
1085	372	72	0.01	32	0.00001	48	0.000000e+00	1.000000e-08	88.07	92.08	90.64	90.18	89.85	88.38	90.82	87.87	90.79	89.41	90.50	90.25	91.05	91.48	90.18	90.76	91.03	91.60	90.63	91.32	91.96	90.56	90.84	92.07	90.47	90.36
1086	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.07	91.02	90.98	88.62	90.84	90.92	89.19	88.56	90.58	87.91	89.20	90.01	90.42	91.53	90.79	89.99	90.66	91.48	91.55	89.17	89.94	89.12	91.89	90.74	90.83	87.58
1087	372	72	0.01	32	0.00001	48	1.000000e-08	1.000000e-08	90.38	91.54	90.03	88.60	89.13	88.03	90.32	88.93	89.36	89.85	89.97	89.88	90.07	89.64	89.33	89.14	91.53	91.39	90.58	89.63	88.16	89.49	91.48	91.27	90.25	88.41
1116	372	72	0.01	48	0.00001	48	0.000000e+00	0.000000e+00	90.00	90.90	90.26	89.72	91.09	92.29	90.71	89.72	90.14	87.71	92.23	91.42	89.88	92.08	89.40	91.06	91.27	90.12	94.26	90.35	88.54	90.18	91.14	90.59	89.57	89.03
1117	372	72	0.01	48	0.00001	48	0.000000e+00	1.000000e-08	91.27	91.29	92.17	89.77	90.70	92.06	91.54	90.55	90.87	90.18	92.72	89.48	88.43	89.91	90.33	90.64	93.28	91.54	90.01	90.56	89.90	90.53	91.78	89.82	90.08	87.84
1118	372	72	0.01	48	0.00001	48	1.000000e-08	0.000000e+00	90.76	90.34	91.93	90.30	92.00	90.34	89.96	90.03	90.08	91.31	91.55	91.35	90.22	91.79	90.05	89.18	91.76	92.26	91.52	90.99	89.79	89.35	93.98	90.39	90.16	89.55
1119	372	72	0.01	48	0.00001	48	1.000000e-08	1.000000e-08	90.32	91.58	91.59	88.25	89.53	90.79	91.06	89.03	91.62	89.47	89.44	90.61	90.76	91.80	90.80	89.43	92.55	92.25	91.18	90.20	91.75	88.61	93.08	90.13	90.41	91.53
1148	372	72	0.01	64	0.00001	48	0.000000e+00	0.000000e+00	92.15	90.03	90.20	91.38	91.92	92.47	90.84	90.33	90.04	91.54	90.80	90.54	90.19	91.78	91.83	90.15	90.89	89.72	90.79	90.45	91.80	90.59	90.32	89.40	91.21	90.19
1149	372	72	0.01	64	0.00001	48	0.000000e+00	1.000000e-08	89.52	91.04	91.13	90.45	89.97	91.20	91.11	90.02	89.88	91.59	91.77	91.78	89.60	91.36	89.20	93.01	92.49	89.76	91.53	90.63	91.51	89.36	91.84	91.49	91.92	91.60
1150	372	72	0.01	64	0.00001	48	1.000000e-08	0.000000e+00	89.55	89.01	89.72	90.09	91.64	90.82	90.22	88.96	91.42	92.72	90.91	90.55	90.31	91.15	89.43	91.63	91.79	90.28	89.94	92.65	89.40	91.41	93.30	91.31	90.68	90.22
1151	372	72	0.01	64	0.00001	48	1.000000e-08	1.000000e-08	91.58	92.73	92.64	89.33	89.39	91.28	91.31	91.29	89.86	89.81	92.70	89.10	90.89	90.99	89.35	89.62	91.82	89.44	92.29	92.29	90.84	89.42	93.43	91.89	90.23	89.16

The global mean maximum row:

	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26	average_map
893	88.35	90.21	88.41	87.64	88.43	90.48	85.98	89.82	87.00	89.59	89.69	89.72	90.66	89.68	89.60	89.61	89.66	88.63	90.17	89.43	87.64	86.21	89.55	89.06	88.31	88.84	88.937308
991	88.87	88.95	87.84	89.07	89.91	88.07	88.25	88.64	89.13	86.79	89.34	90.47	88.83	89.15	88.32	89.83	88.42	88.13	90.41	90.03	87.86	87.68	89.23	89.39	88.45	89.07	88.851154
1021	88.39	89.13	88.88	87.96	87.76	88.86	89.36	88.49	88.80	86.91	89.75	88.14	90.22	89.21	88.32	88.16	90.44	90.27	89.91	89.38	85.84	88.12	88.14	88.17	89.53	88.39	88.712692
703	89.80	88.70	88.36	88.15	87.68	89.67	88.82	87.55	88.10	88.34	90.09	89.48	91.08	88.75	88.93	89.49	89.82	90.25	89.99	88.97	88.00	87.62	88.08	85.69	87.16	87.28	88.686538
895	87.21	89.01	88.92	89.79	89.17	88.53	88.93	88.92	88.94	88.06	89.37	89.14	88.58	89.95	87.15	88.86	88.08	89.24	89.35	89.87	87.67	86.48	88.95	87.03	89.23	89.05	88.672308
828	88.19	87.13	87.91	89.41	87.86	89.90	89.59	88.88	88.97	88.25	89.43	88.78	88.09	89.08	89.26	88.99	88.44	89.22	89.43	89.46	86.20	89.36	89.35	88.02	87.47	88.45	88.658462
1052	88.21	88.53	89.26	88.70	88.85	89.13	87.43	89.14	88.21	88.70	90.15	90.21	88.14	87.26	87.75	88.49	89.25	89.78	88.61	88.25	88.45	88.86	88.27	88.06	87.32	89.29	88.626923
1023	88.64	87.92	88.39	87.64	87.95	88.12	87.72	89.52	88.68	89.40	90.17	88.58	89.59	87.52	88.49	90.59	88.84	90.26	89.26	90.49	88.70	85.78	89.26	85.54	87.91	89.31	88.625769
1087	88.09	88.84	88.73	88.61	88.92	89.52	89.03	88.31	87.44	88.03	89.59	89.39	88.77	88.24	87.64	88.77	88.01	88.97	88.77	90.26	87.10	86.54	89.47	88.75	89.79	87.73	88.588846
1022	87.93	88.50	87.50	88.37	89.51	89.62	88.38	89.83	88.10	89.19	90.12	89.34	88.12	88.18	86.71	89.79	88.03	89.15	89.17	91.24	87.50	87.62	87.21	89.22	86.14	88.57	88.578462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code

pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_valid_abs_values	mAP_valid_abs_values_2	mAP_valid_abs_values_3	mAP_valid_abs_values_4	mAP_valid_abs_values_5	mAP_valid_abs_values_6	mAP_valid_abs_values_7	mAP_valid_abs_values_8	mAP_valid_abs_values_9	mAP_valid_abs_values_10	mAP_valid_abs_values_11	mAP_valid_abs_values_12	mAP_valid_abs_values_13	mAP_valid_abs_values_14	mAP_valid_abs_values_15	mAP_valid_abs_values_16	mAP_valid_abs_values_17	mAP_valid_abs_values_18	mAP_valid_abs_values_19	mAP_valid_abs_values_20	mAP_valid_abs_values_21	mAP_valid_abs_values_22	mAP_valid_abs_values_23	mAP_valid_abs_values_24	mAP_valid_abs_values_25	mAP_valid_abs_values_26
893	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	88.35	90.21	88.41	87.64	88.43	90.48	85.98	89.82	87.00	89.59	89.69	89.72	90.66	89.68	89.60	89.61	89.66	88.63	90.17	89.43	87.64	86.21	89.55	89.06	88.31	88.84
895	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	87.21	89.01	88.92	89.79	89.17	88.53	88.93	88.92	88.94	88.06	89.37	89.14	88.58	89.95	87.15	88.86	88.08	89.24	89.35	89.87	87.67	86.48	88.95	87.03	89.23	89.05
991	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.87	88.95	87.84	89.07	89.91	88.07	88.25	88.64	89.13	86.79	89.34	90.47	88.83	89.15	88.32	89.83	88.42	88.13	90.41	90.03	87.86	87.68	89.23	89.39	88.45	89.07
1086	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	88.85	90.03	87.88	89.85	89.69	88.15	88.47	88.55	89.22	88.88	88.04	90.44	90.34	88.94	88.99	88.06	87.14	88.15	89.67	88.04	87.16	85.02	88.59	86.03	87.85	87.34
604	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	88.91	90.30	87.29	87.77	87.51	88.99	88.94	88.68	87.92	86.30	90.14	89.65	89.44	88.63	86.96	89.60	87.47	89.73	89.66	90.70	87.01	87.59	87.88	87.18	88.61	88.63
703	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.80	88.70	88.36	88.15	87.68	89.67	88.82	87.55	88.10	88.34	90.09	89.48	91.08	88.75	88.93	89.49	89.82	90.25	89.99	88.97	88.00	87.62	88.08	85.69	87.16	87.28
1021	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	88.39	89.13	88.88	87.96	87.76	88.86	89.36	88.49	88.80	86.91	89.75	88.14	90.22	89.21	88.32	88.16	90.44	90.27	89.91	89.38	85.84	88.12	88.14	88.17	89.53	88.39
1022	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	87.93	88.50	87.50	88.37	89.51	89.62	88.38	89.83	88.10	89.19	90.12	89.34	88.12	88.18	86.71	89.79	88.03	89.15	89.17	91.24	87.50	87.62	87.21	89.22	86.14	88.57
1023	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	88.64	87.92	88.39	87.64	87.95	88.12	87.72	89.52	88.68	89.40	90.17	88.58	89.59	87.52	88.49	90.59	88.84	90.26	89.26	90.49	88.70	85.78	89.26	85.54	87.91	89.31
733	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	88.88	87.70	87.52	89.91	87.47	89.24	88.90	88.60	89.26	87.56	89.18	90.11	89.43	87.15	89.41	89.31	87.79	88.49	89.59	87.52	86.28	87.76	90.43	87.71	88.49	88.77
956	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	89.33	89.99	88.22	88.36	88.62	89.74	86.35	89.14	87.52	86.12	88.70	88.78	89.00	88.92	90.75	88.54	89.36	89.91	89.25	90.20	89.29	85.96	86.36	86.47	89.18	87.52
957	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	88.41	88.73	88.48	89.19	88.63	89.79	88.73	88.80	88.76	88.58	90.36	89.91	88.37	88.83	87.95	87.59	86.84	88.72	90.41	88.99	89.34	87.56	89.54	84.87	86.04	89.07
1052	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	88.21	88.53	89.26	88.70	88.85	89.13	87.43	89.14	88.21	88.70	90.15	90.21	88.14	87.26	87.75	88.49	89.25	89.78	88.61	88.25	88.45	88.86	88.27	88.06	87.32	89.29
764	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	87.32	87.49	88.38	88.69	86.27	89.67	89.00	89.33	89.30	88.49	90.69	89.19	88.81	87.75	88.70	88.73	89.32	89.79	89.70	89.80	87.31	86.32	87.76	86.85	88.36	89.04

Size of the All data:  (144, 29)
Size of the Sig data:  (14, 34)

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

	input_size	output_size	learning_rate	batch_size	alpha	margin	l1_reg	l2_reg	mAP_test_abs_values	mAP_test_abs_values_2	mAP_test_abs_values_3	mAP_test_abs_values_4	mAP_test_abs_values_5	mAP_test_abs_values_6	mAP_test_abs_values_7	mAP_test_abs_values_8	mAP_test_abs_values_9	mAP_test_abs_values_10	mAP_test_abs_values_11	mAP_test_abs_values_12	mAP_test_abs_values_13	mAP_test_abs_values_14	mAP_test_abs_values_15	mAP_test_abs_values_16	mAP_test_abs_values_17	mAP_test_abs_values_18	mAP_test_abs_values_19	mAP_test_abs_values_20	mAP_test_abs_values_21	mAP_test_abs_values_22	mAP_test_abs_values_23	mAP_test_abs_values_24	mAP_test_abs_values_25	mAP_test_abs_values_26
0	372	72	0.01	32	0.00001	24	0.000000e+00	1.000000e-08	89.05	90.80	87.25	87.28	89.73	89.62	89.52	88.87	89.83	89.54	90.79	92.00	88.26	90.36	91.09	91.18	93.01	92.48	90.30	90.27	92.52	88.41	89.41	88.67	90.35	89.73
4	372	72	0.01	32	0.00001	24	1.000000e-08	1.000000e-08	88.56	89.33	90.41	89.09	89.99	88.96	90.11	90.43	88.36	89.94	88.64	88.78	89.79	91.10	88.82	89.96	91.05	92.32	90.32	90.01	90.55	89.75	90.56	90.33	91.69	89.32
1	372	72	0.01	32	0.00001	36	1.000000e-08	1.000000e-08	88.99	89.34	89.17	90.16	89.37	84.82	89.69	90.32	89.83	86.17	90.66	89.57	87.61	88.77	90.34	91.03	90.82	91.30	91.53	89.27	90.57	87.76	91.98	90.31	91.33	89.43
13	372	72	0.01	32	0.00001	48	1.000000e-08	0.000000e+00	89.07	91.02	90.98	88.62	90.84	90.92	89.19	88.56	90.58	87.91	89.20	90.01	90.42	91.53	90.79	89.99	90.66	91.48	91.55	89.17	89.94	89.12	91.89	90.74	90.83	87.58
12	372	72	0.01	32	0.00100	24	0.000000e+00	0.000000e+00	91.28	89.25	90.00	88.84	90.22	89.33	91.58	88.39	87.00	88.54	88.92	89.74	88.53	90.30	88.02	89.93	91.58	90.95	91.30	90.58	90.46	90.50	89.91	88.00	90.24	88.95
3	372	72	0.01	32	0.00100	36	1.000000e-08	1.000000e-08	89.19	88.05	91.07	89.84	89.49	89.01	90.39	89.65	90.01	87.71	90.70	90.33	89.65	89.83	89.83	90.78	90.50	89.88	91.72	87.84	90.92	88.43	90.25	88.65	88.94	88.52
2	372	72	0.01	48	0.00001	36	0.000000e+00	1.000000e-08	91.83	92.04	90.70	89.72	91.06	92.51	90.97	90.36	91.39	92.40	90.83	87.91	89.63	86.85	88.50	90.95	91.63	90.42	91.42	92.80	90.13	91.02	91.22	91.61	91.98	90.54
7	372	72	0.01	48	0.00001	36	1.000000e-08	0.000000e+00	90.81	89.88	91.36	89.09	91.34	89.83	91.34	88.95	88.49	91.19	92.07	88.42	89.81	89.74	85.84	90.91	91.01	89.75	91.58	91.69	91.32	89.88	91.06	92.09	89.74	89.60
6	372	72	0.01	48	0.00001	36	1.000000e-08	1.000000e-08	89.33	91.10	91.85	91.09	91.08	87.74	89.30	91.06	91.35	90.28	92.05	89.46	90.23	91.74	90.85	89.14	90.69	90.77	93.23	91.04	91.80	88.58	91.60	90.34	89.69	91.60
9	372	72	0.01	48	0.00100	36	0.000000e+00	1.000000e-08	90.92	89.43	91.30	88.72	89.20	90.82	91.04	89.98	89.15	90.38	91.37	89.13	90.53	90.17	89.20	90.19	91.05	89.88	92.30	90.76	89.63	90.45	92.86	90.32	90.65	89.36
11	372	72	0.01	64	0.00001	24	0.000000e+00	0.000000e+00	90.76	92.27	92.45	89.89	91.51	92.01	89.46	90.29	89.88	88.57	89.61	90.23	90.61	90.02	91.53	91.87	89.78	92.29	91.29	91.59	92.81	90.82	91.48	90.84	92.74	90.47
8	372	72	0.01	64	0.00001	24	0.000000e+00	1.000000e-08	91.43	91.34	93.24	90.71	92.13	91.29	92.28	90.71	90.50	90.12	93.72	92.29	90.21	90.82	88.49	89.66	89.79	91.57	92.74	87.28	91.19	88.69	92.06	88.96	90.68	90.81
5	372	72	0.01	64	0.00001	36	0.000000e+00	0.000000e+00	90.44	90.29	90.97	91.33	89.79	91.05	91.50	90.91	90.48	88.72	92.44	90.57	89.53	90.63	89.85	91.19	91.81	91.63	91.00	91.29	92.44	90.53	92.75	89.71	89.64	91.21
10	372	72	0.01	64	0.00100	36	0.000000e+00	0.000000e+00	92.10	89.34	91.08	88.90	88.19	90.81	88.65	90.29	91.79	90.95	92.08	90.35	91.05	89.00	91.23	90.09	92.25	91.36	91.76	91.22	90.89	88.73	93.05	90.13	89.99	90.75

Size of the test data:  (14, 34)

Average & Std Deviation of the Significant rows:

	mean	std
mAP_valid_abs_values_11	89.699286	0.714051
mAP_valid_abs_values_19	89.653571	0.506065
mAP_valid_abs_values_12	89.511429	0.701864
mAP_valid_abs_values_20	89.493571	1.060469
mAP_valid_abs_values_13	89.329286	0.949773
mAP_valid_abs_values_18	89.321429	0.781762
mAP_valid_abs_values_6	89.147143	0.734747
mAP_valid_abs_values_16	89.046429	0.833008
mAP_valid_abs_values_2	88.942143	0.917272
mAP_valid_abs_values_8	88.929286	0.602130
mAP_valid_abs_values_4	88.649286	0.808726
mAP_valid_abs_values_17	88.604286	1.087104
mAP_valid_abs_values_26	88.583571	0.704006
mAP_valid_abs_values_14	88.565714	0.872871
mAP_valid_abs_values_23	88.517857	1.065553
mAP_valid_abs_values	88.507143	0.705903
mAP_valid_abs_values_9	88.495714	0.705317
mAP_valid_abs_values_15	88.430714	1.103369
mAP_valid_abs_values_5	88.389286	1.015143
mAP_valid_abs_values_3	88.237857	0.576050
mAP_valid_abs_values_7	88.232857	1.018607
mAP_valid_abs_values_10	88.065000	1.146075
mAP_valid_abs_values_25	88.041429	1.065630
mAP_valid_abs_values_21	87.717857	1.012675
mAP_valid_abs_values_24	87.233571	1.435246
mAP_valid_abs_values_22	87.041429	1.074451

We then apply the hyperparameters to the test set and average the results.

Code

####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)

	mean	std
mAP_test_abs_values_19	91.574286	0.803451
mAP_test_abs_values_23	91.434286	1.111996
mAP_test_abs_values_18	91.148571	0.916631
mAP_test_abs_values_17	91.116429	0.888123
mAP_test_abs_values_21	91.083571	0.992112
mAP_test_abs_values_11	90.934286	1.475673
mAP_test_abs_values_3	90.845000	1.430114
mAP_test_abs_values_25	90.606429	1.040537
mAP_test_abs_values_16	90.490714	0.746278
mAP_test_abs_values_7	90.358571	1.099432
mAP_test_abs_values_20	90.343571	1.521096
average_map	90.311099	0.480503
mAP_test_abs_values_5	90.281429	1.082660
mAP_test_abs_values	90.268571	1.198466
mAP_test_abs_values_2	90.248571	1.216678
mAP_test_abs_values_14	90.061429	1.251945
mAP_test_abs_values_24	90.050000	1.156101
mAP_test_abs_values_12	89.913571	1.221686
mAP_test_abs_values_8	89.912143	0.881469
mAP_test_abs_values_6	89.908571	1.957011
mAP_test_abs_values_9	89.902857	1.312891
mAP_test_abs_values_26	89.847857	1.109755
mAP_test_abs_values_13	89.704286	0.971349
mAP_test_abs_values_15	89.598571	1.571084
mAP_test_abs_values_4	89.520000	1.092992
mAP_test_abs_values_22	89.476429	1.067554
mAP_test_abs_values_10	89.458571	1.629605

Code

def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_72 =  res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]

res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]


result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')


result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]

html_table = result_merged_mwu_72.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	id	valid_score	test_score
0	11	89.699286	90.934286
1	19	89.653571	91.574286
2	12	89.511429	89.913571
3	20	89.493571	90.343571
4	13	89.329286	89.704286
5	18	89.321429	91.148571
6	6	89.147143	89.908571
7	16	89.046429	90.490714
8	2	88.942143	90.248571
9	8	88.929286	89.912143
10	4	88.649286	89.520000
11	17	88.604286	91.116429
12	26	88.583571	89.847857
13	14	88.565714	90.061429
14	23	88.517857	91.434286
15	1	88.507143	90.268571
16	9	88.495714	89.902857
17	15	88.430714	89.598571
18	5	88.389286	90.281429
19	3	88.237857	90.845000
20	7	88.232857	90.358571
21	10	88.065000	89.458571
22	25	88.041429	90.606429
23	21	87.717857	91.083571
24	24	87.233571	90.050000
25	22	87.041429	89.476429

Code

# result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72

result_merged_mwu_best = pd.concat([result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]

df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')


# result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72

result_merged_mwu_std = pd.concat([result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)

Overall reported results:

Code

df = pd.merge(result_merged_mwu_best, result_merged_mwu_std, on=['bit'])
df_report = df[['bit','valid_score','valid_score_std']]
df_report.to_csv('paper images/df_report.csv', index=False)

html_table = df_report.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

	bit	valid_score	valid_score_std
0	16	86.594341	1.397171
1	24	87.152488	0.790584
2	32	87.956538	0.685684
3	40	88.105782	0.728296
4	48	88.241209	0.690932
5	56	88.345000	0.674954
6	64	88.420422	0.641029
7	72	88.630275	0.685334

Code

# import matplotlib.pyplot as plt
# import seaborn as sns
# import pandas as pd

# import matplotlib.font_manager
# matplotlib.font_manager.findSystemFonts(fontpaths=None, fontext='ttf')

# sns.set_style("white")

# SMALL_SIZE = 7
# MEDIUM_SIZE = 7
# BIGGER_SIZE = 7

# plt.rc('font', size=SMALL_SIZE)          # controls default text sizes
# plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title
# plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels
# plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize
# #plt.rc('figure', titlesize=BIGGER_SIZE)
# # Data
# # Create the plot
# fig, ax = plt.subplots(figsize=(10/3, 3))
# sns.set_style("whitegrid")
# plt.legend(loc = 'upper left')
# # Show the plot
# plt.rc('font', family='Nimbus Roman')


# df = df.query('bit!=8')
# # Create line plot
# sns.lineplot(data=df, x='bit', y='test_score',label='Test',  color='blue')
# sns.lineplot(data=df, x='bit', y='valid_score',label='Valid',  color='red')
# # sns.lineplot(data=df, x='bit', y='valid_score_std',  color='blue')
# # sns.lineplot(data=df, x='bit', y='test_score_std',  color='red')
# # Fill standard deviation envelopes for 'test_score' and 'valid_score'
# plt.fill_between(df['bit'], df['test_score'] - df['test_score_std'], df['test_score'] + df['test_score_std'], color='#439CEF')
# plt.fill_between(df['bit'], df['valid_score'] - df['valid_score_std'], df['valid_score'] + df['valid_score_std'], color='#ffbaba')

# plt.scatter(72, df['test_score'].iloc[7], color='blue', marker='o', s=25)
# plt.scatter(72, df['valid_score'].iloc[7], color='red', marker='o', s=25)

# ax.set_ylabel('mAP')
# ax.set_xlabel('Bit size')
# ax = plt.gca()
# # Set y-axis to start from a specific value
# plt.ylim(80, 92)

# # Set x-axis labels and ticks
# x_labels = np.unique(np.array(df.bit))
# plt.xticks(ticks=x_labels, labels=x_labels)
# plt.grid(False)
# # Show the plot
# plt.tight_layout()
# plt.savefig('paper images/valid_test.svg',format='svg', dpi=1200)
# plt.show()

print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe().iloc[1:3]

html_table = res.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

average performance for all the 26 discriptors in 72 bit:

	valid_score	test_score
mean	88.630275	90.311099
std	0.685334	0.617182